{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "reproduce_paper_plots.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "JndnmDMp66FL",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Copyright 2018 Google LLC.\n",
        "\n",
        "Licensed under the Apache License, Version 2.0 (the \"License\");"
      ]
    },
    {
      "metadata": {
        "id": "Bq2wHJwwbuEM",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Pv6k-4w-rcke",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Instructions for running this notebook"
      ]
    },
    {
      "metadata": {
        "id": "3l8WI-yob4Vo",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Instructions for downloading the raw data are in the [google_research/batch_science](https://github.com/google-research/google-research/tree/master/batch_science) GitHub repository.\n",
        "\n",
        "To run this notebook using the downloaded data, you will need to clone the [google-research](https://github.com/google-research/google-research.git) GitHub repository, install required dependencies, and start a local Jupyter server:\n",
        "\n",
        "```bash\n",
        "# Install/upgrade required Python packages.\n",
        "pip install --upgrade jupyter matplotlib numpy pandas\n",
        "\n",
        "# Clone google-research repository and move into the directory.\n",
        "git clone https://github.com/google-research/google-research.git\n",
        "cd google-research\n",
        "\n",
        "# Start Jupyter as a Colab server (see https://research.google.com/colaboratory/local-runtimes.html)\n",
        "pip install jupyter_http_over_ws\n",
        "jupyter serverextension enable --py jupyter_http_over_ws\n",
        "jupyter notebook \\\n",
        "  --NotebookApp.allow_origin='https://colab.research.google.com' \\\n",
        "  --port=8888 \\\n",
        "  --NotebookApp.port_retries=0\n",
        "\n",
        "# Now connect this notebook to the local server.\n",
        "```\n",
        "\n",
        "Note that some plots (primarily for MNIST) look slightly different from those in the paper due to arbitrary differences in which 100 completed trials were selected for each batch size."
      ]
    },
    {
      "metadata": {
        "id": "YmoY43ZUcK23",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Measuring the Effects of Data Parallelism on Neural Network Training\n",
        "\n",
        "This notebook reproduces all plots in the main section of the paper [**\"Measuring the Effects of Data Parallelism on Neural Network Training\"**](\n",
        "https://arxiv.org/abs/1811.03600)."
      ]
    },
    {
      "metadata": {
        "id": "xt07bxahJDb1",
        "colab_type": "code",
        "colab": {},
        "cellView": "form"
      },
      "cell_type": "code",
      "source": [
        "#@title Imports and Setup\n",
        "\n",
        "from __future__ import print_function\n",
        "from __future__ import division\n",
        "from __future__ import absolute_import\n",
        "\n",
        "import collections\n",
        "import os.path\n",
        "\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# Load helper functions.\n",
        "try:\n",
        "  from batch_science.data_loader import load_workload\n",
        "except ImportError as e:\n",
        "  raise ImportError(\n",
        "      \"{}. Ensure you are running the Jupyter server from the google_research \"\n",
        "      \"directory.\".format(e))\n",
        "  \n",
        "from batch_science.measurement_utils import apply_example_budget\n",
        "from batch_science.measurement_utils import apply_step_budget\n",
        "from batch_science.measurement_utils import compute_steps_to_result\n",
        "from batch_science.measurement_utils import get_best_measurement\n",
        "from batch_science.plot_utils import create_subplots\n",
        "from batch_science.plot_utils import plot_best_measurements\n",
        "from batch_science.plot_utils import plot_learning_rate_momentum_scatter\n",
        "from batch_science.plot_utils import plot_optimal_metaparameter_values\n",
        "from batch_science.plot_utils import plot_steps_to_result\n",
        "\n",
        "# Customize matplotlib style.\n",
        "plt.style.use('seaborn-deep')\n",
        "matplotlib.rcParams['axes.titlesize'] = 10\n",
        "matplotlib.rcParams['axes.labelsize'] = 9\n",
        "matplotlib.rcParams['xtick.labelsize'] = 8\n",
        "matplotlib.rcParams['ytick.labelsize'] = 8\n",
        "matplotlib.rcParams['legend.fontsize'] = 8\n",
        "  \n",
        "# Directory containing extracted data.\n",
        "DATA_DIR = \"/tmp/batch_science\"  #@param"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "je8Sg5h92dvO",
        "colab_type": "code",
        "outputId": "81d66f2c-6aa2-4630-9ecc-710ad57191a2",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 1\n",
        "\n",
        "fig, axes = create_subplots(3, 3)\n",
        "\n",
        "# Simple CNN on MNIST.\n",
        "workload_dir = os.path.join(DATA_DIR, \"mnist/simple_cnn_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.01)\n",
        "plot_steps_to_result(axes[0][0], steps_to_result)\n",
        "axes[0][0].set_title(\"Simple CNN on MNIST\")\n",
        "\n",
        "# Simple CNN on Fashion MNIST.\n",
        "workload_dir = os.path.join(DATA_DIR, \"fashion_mnist/simple_cnn_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.1)\n",
        "plot_steps_to_result(axes[0][1], steps_to_result)\n",
        "axes[0][1].set_title(\"Simple CNN on Fashion MNIST\")\n",
        "\n",
        "# ResNet-8 on CIFAR-10.\n",
        "workload_dir = os.path.join(DATA_DIR, \"cifar_10/resnet_8/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.3)\n",
        "plot_steps_to_result(axes[0][2], steps_to_result)\n",
        "axes[0][2].set_title(\"ResNet-8 on CIFAR-10\")\n",
        "\n",
        "# ResNet-50 on ImageNet.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/resnet_50/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.25)\n",
        "plot_steps_to_result(axes[1][0], steps_to_result)\n",
        "axes[1][0].set_title(\"ResNet-50 on ImageNet\")\n",
        "\n",
        "# ResNet-50 on Open Images.\n",
        "workload_dir = os.path.join(DATA_DIR, \"open_images_v4/resnet_50/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/average_precision\", 0.31, maximize=True)\n",
        "plot_steps_to_result(axes[1][1], steps_to_result)\n",
        "axes[1][1].set_title(\"ResNet-50 on Open Images\")\n",
        "\n",
        "# Transformer on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[1][2], steps_to_result)\n",
        "axes[1][2].set_title(\"Transformer on LM1B\")\n",
        "\n",
        "# Transformer on Common Crawl.\n",
        "workload_dir = os.path.join(DATA_DIR, \"common_crawl/transformer_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[2][0], steps_to_result)\n",
        "axes[2][0].set_title(\"Transformer on Common Crawl\")\n",
        "\n",
        "# VGG-11 on ImageNet.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/vgg_11/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.35)\n",
        "plot_steps_to_result(axes[2][1], steps_to_result)\n",
        "axes[2][1].set_title(\"VGG-11 on ImageNet\")\n",
        "\n",
        "# LSTM on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/lstm/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[2][2], steps_to_result)\n",
        "axes[2][2].set_title(\"LSTM on LM1B\")\n",
        "axes[2][2].set_ylim([2**13, 2**21])\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 9 batch sizes for simple_cnn_base on fashion_mnist with optimizer nesterov_momentum\n",
            "Loaded 13 batch sizes for resnet_8 on cifar_10 with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for resnet_50 on open_images_v4 with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 6 batch sizes for transformer_base on common_crawl with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for vgg_11 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 7 batch sizes for lstm on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 648x567 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "34082d5f-8c43-457e-e19e-da39ec6ca363",
        "id": "LaNg21xlBtty",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 252
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 2\n",
        "\n",
        "fig, axes = create_subplots(1, 3)\n",
        "\n",
        "# Simple CNN on MNIST.\n",
        "workload_dir = os.path.join(DATA_DIR, \"mnist/simple_cnn_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for goal_error in [0.008, 0.01, 0.012, 0.014, 0.016]:\n",
        "  steps_to_result[\"goal error = {}\".format(goal_error)] = compute_steps_to_result(\n",
        "        workload_table, \"val/classification_error\", goal_error)\n",
        "plot_steps_to_result(axes[0], steps_to_result, add_scaling=False)\n",
        "axes[0].set_title(\"Simple CNN on MNIST\")\n",
        "axes[0].legend(fontsize=7)\n",
        "\n",
        "# Transformer on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for goal_error in [3.8, 3.85, 3.9, 3.95, 4.0, 4.05]:\n",
        "  steps_to_result[\"goal error = {}\".format(goal_error)] = compute_steps_to_result(\n",
        "        workload_table, \"val/cross_entropy_error\", goal_error)\n",
        "plot_steps_to_result(axes[1], steps_to_result, add_scaling=False)\n",
        "axes[1].set_title(\"Transformer on LM1B\")\n",
        "axes[1].legend(fontsize=6.5)\n",
        "\n",
        "# ResNet-50 on ImageNet.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/resnet_50/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for goal_error in [0.25, 0.27, 0.29, 0.31]:\n",
        "  steps_to_result[\"goal error = {}\".format(goal_error)] = compute_steps_to_result(\n",
        "        workload_table, \"val/classification_error\", goal_error)\n",
        "plot_steps_to_result(axes[2], steps_to_result, add_scaling=False)\n",
        "axes[2].set_title(\"ResNet-50 on ImageNet\")\n",
        "axes[2].legend(fontsize=7)\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x189 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "6e3d96db-5b47-49c9-c68a-40bfe2db8f91",
        "id": "qK1tnBJPSA4s",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1202
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 3\n",
        "\n",
        "fig, axes = create_subplots(3, 2)\n",
        "\n",
        "# Fully Connected vs Simple CNN on MNIST.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"FC-1024-1024-1024\", \"fc_1024_1024_1024/sgd\"), \n",
        "                      (\"Simple CNN\", \"simple_cnn_base/sgd\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"mnist\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.03)\n",
        "plot_steps_to_result(axes[0][0], steps_to_result, scaling_label=\"FC-1024-1024-1024\", normalizing_batch_size=1)\n",
        "axes[0][0].set_title(\"Fully Connected vs Simple CNN on MNIST\")\n",
        "axes[0][0].set_ylim([2**-11, 2])\n",
        "axes[0][0].legend(fontsize=10)\n",
        "\n",
        "# ResNet-50 vs VGG-11 on ImageNet.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"ResNet-50\", \"resnet_50/nesterov_momentum\"),\n",
        "                      (\"VGG-11\", \"vgg_11/nesterov_momentum\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"imagenet\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.35)\n",
        "plot_steps_to_result(axes[0][1], steps_to_result, scaling_label=\"ResNet-50\", normalizing_batch_size=64)\n",
        "axes[0][1].set_title(\"ResNet-50 vs VGG-11 on ImageNet\")\n",
        "axes[0][1].set_ylim([2**-9, 2])\n",
        "axes[0][1].legend(fontsize=10)\n",
        "\n",
        "# Transformer vs LSTM on LM1B.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result[\"Transformer\"] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/lstm/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result[\"LSTM\"] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[1][0], steps_to_result, scaling_label=\"Transformer\", normalizing_batch_size=16)\n",
        "axes[1][0].set_title(\"Transformer vs LSTM on LM1B\")\n",
        "axes[1][0].set_ylim([2**-8, 2])\n",
        "axes[1][0].legend(fontsize=10)\n",
        "\n",
        "# Fully Connected sizes on MNIST.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"FC-1024\", \"fc_1024/sgd\"),\n",
        "                      (\"FC-128-128-128\", \"fc_128_128_128/sgd\"),\n",
        "                      (\"FC-256-256-256\", \"fc_256_256_256/sgd\"),\n",
        "                      (\"FC-512-512-512\", \"fc_512_512_512/sgd\"),\n",
        "                      (\"FC-1024-1024-1024\", \"fc_1024_1024_1024/sgd\"),\n",
        "                      (\"FC-2048-2048-2048\", \"fc_2048_2048_2048/sgd\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"mnist\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.03)\n",
        "plot_steps_to_result(axes[1][1], steps_to_result, scaling_label=\"FC-1024\", normalizing_batch_size=2)\n",
        "axes[1][1].set_title(\"Fully Connected sizes on MNIST\")\n",
        "axes[1][1].set_ylim([2**-11, 2])\n",
        "axes[1][1].legend(fontsize=10)\n",
        "\n",
        "# Simple CNN sizes on MNIST.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"Simple CNN\", \"simple_cnn_base/sgd\"),\n",
        "                      (\"Simple CNN Narrow\", \"simple_cnn_narrow/sgd\"),\n",
        "                      (\"Simple CNN Wide\", \"simple_cnn_wide/sgd\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"mnist\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.01)\n",
        "plot_steps_to_result(axes[2][0], steps_to_result, scaling_label=\"Simple CNN\", normalizing_batch_size=2)\n",
        "axes[2][0].set_title(\"Simple CNN sizes on MNIST\")\n",
        "axes[2][0].set_ylim([2**-11, 2])\n",
        "axes[2][0].legend(fontsize=10)\n",
        "\n",
        "# Transformer sizes on LM1B.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"Wide\", \"transformer_wide/nesterov_momentum\"),\n",
        "                      (\"Base\", \"transformer_base/nesterov_momentum\"),\n",
        "                      (\"Shallow\", \"transformer_shallow/nesterov_momentum\"),\n",
        "                      (\"Narrow and Shallow\", \"transformer_narrow_and_shallow/nesterov_momentum\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"lm1b\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 4.2)\n",
        "plot_steps_to_result(axes[2][1], steps_to_result, scaling_label=\"Wide\", normalizing_batch_size=16)\n",
        "axes[2][1].set_title(\"Transformer sizes on LM1B\")\n",
        "axes[2][1].set_ylim([2**-9, 2])\n",
        "axes[2][1].legend(fontsize=10)\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 17 batch sizes for fc_1024_1024_1024 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for simple_cnn_base on mnist with optimizer sgd\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for vgg_11 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 7 batch sizes for lstm on lm1b with optimizer nesterov_momentum\n",
            "Loaded 17 batch sizes for fc_1024 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for fc_128_128_128 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for fc_256_256_256 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for fc_512_512_512 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for fc_1024_1024_1024 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for fc_2048_2048_2048 on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for simple_cnn_base on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for simple_cnn_narrow on mnist with optimizer sgd\n",
            "Loaded 16 batch sizes for simple_cnn_wide on mnist with optimizer sgd\n",
            "Loaded 12 batch sizes for transformer_wide on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_shallow on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_narrow_and_shallow on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TEc+PVDEYDKkCVb1jzkVvILl+z85jfJ/BYEgSyfV9nhgE4oe1qkXv5Ewjoaoe3Tp06OBxDd6iwxs0eIsOo8G7dHgrKfV7AA0/bMmsubNS5WeW2u2nhWsw9yjt21dNme/zxDyAbbDW7/tEREJEpLYHNBgMBoM7SbHfy12xIGOmjE+xkzcYDIb48MQgkCmqml9V69vb+sRzeR5/f39PSwC8Q4c3aADv0GE03MZbdHgj9+L3RIRrxWH8tAlO1+Xqzyy123dHGandvjvKMPZdg1kJJInUr1/f0xIA79DhDRrAO3QYDbfxFh1pDV15kSynfPhuwY9sOe7cmWNc/ZmldvvuKCO123dHGca+a/DYKGCDISn4+/tz6NC9LPtrSKuUKFGCgwcPelqGy/n9m18BCD93gE/XjKVNhWY8HlA3kVwGg+cwftu1OMv3mQqgwas5dOiQiX0yxIuIVw72dRkP5n2AIY+9w0erRnMm4hzPV2qOj5hOHIP3Yfy2a3GW7/OKtYATQ0Q0Neg0OB8RMY7EEC/xfTfsY2mmZhif7/vv2iU+XvMtBbPn57UaL+Lna97jDd6F8duuxVm+z1QADV6NcSSGhEivFUCA67du8PWGH7hyM4LedbqRLWNWD6gzGOLH+G3X4izfZ/oPkkhISIinJQDeocMbNLgTX19fgoKCYrbo2IvQ0FDq1atHmTJlqFKlCl27diUiIuKO/KNHjyYgIAAR4ezZszHHVZUePXoQEBBAYGAgW7duBSAsLIzatWtToUIFAgMDmTbtzuUwe/ToQfbs2RPU/OGHH1KsWLE70ly/fp22bdsSEBBArVq1Yq5l6dKlVKtWjUqVKlGtWjVWrFhxh83mzZtTsWLFBMvs3LkzBQoUuCPN+fPnefzxx3nwwQd5/PHHuXDhAgC//PILgYGBVKpUiYcffpjt27fHyhcZGUmVKlVo1qxZgmWmVzL5ZeTth1+meM77GbD8M85eOZ8iO65+llO7fXeUkdrtu6uM5BLttytWrMjTTz/Nv//+myI79evXp3r16jH7mzdvTnRQx8GDB/n1118TPD9o0CDuv//+mN+UBQsWxJwbPnw4AQEBlClThsWLF6dIc1IxFUBDqkRV6T9oaLLfMlOSL0uWLISFhcVs/v7+nDp1ijZt2vDxxx+zd+9etm3bxpNPPsmlS5fuyF+nTh2WLVtGiRIlYh1fuHAh4eHhhIeHM378eF599VUAsmbNyo8//sju3btZtGgRPXv2jOW8Nm/eHFOJSoinn36a0NDQO45PmDCB3Llzs2/fPnr16sV7770HQL58+Zg7dy47d+5k8uTJvPjii7HyzZgx464VToCOHTuyaNGiO46PGDGChg0bEh4eTsOGDRkxYgQADzzwACtXrmTnzp3079+fV155JVa+UaNGUa5cubuWmZ7x8fGhU9XnaFCyDv2Wf8rBC0c8LclguCue8Nu7du0iT548jBkzJrlyYzh9+jQLFy5McvrEKoAAvXr1ivlNadKkCQB79uxh6tSpMb7/tddeIzIyMsW6E8XVs1M7aYZrNaRPEvrsZ8yaqxVqt9KZs+cly15K8mXLlu2OY/3799f+/fsnq+wSJUromTNnYvZfeeUV/fXXX2P2S5curcePH78jX2BgoP7999+qqnrr1i2tX7++Hj9+PF5diWl/4okndN26daqqevPmTc2bN69GRUXFShMVFaW5c+fWa9euqarqpUuXtE6dOrp7926tUKHCXcs7cODAHWkcr+v48eNaunTpO/KdP39eixQpErN/5MgRfeyxx3T58uXatGnTeMuK77thH/O4z3LWllTft+7wZu0ys7duO747SekNBlfibX7722+/1VdffTVm/5NPPtHq1atrpUqVdMCAAaqqevnyZW3SpIkGBgZqhQoVdOrUqaqq+uijj+pXX32lderUUVXVTZs26aOPPqqqlj/u3bt3jK2xY8eqqmqtWrX0vvvu08qVK+sXX3xxh7aBAwfqp59+esfxjz76SD/66KOYfUd/7YizfJ9pATSkOlSV8ZN/x/+hlxg36bckvxWmNN/Vq1djmupbtWoFwK5du6hWrVqKrwHg2LFjFCtWLGa/aNGiHDt2LFaa0NBQbty4QalSpQCrO7l58+YULlz4nsv08/MjZ86cnDt3Llaa6dOnU7VqVTJlygRA//79eeedd8iaNWVxZqdOnYrRW6hQIU6dOnVHmgkTJvDUU0/F7Pfs2ZNPPvkEHx/jopJC7WLV6F2nG2NCJxP8zzpPyzEY7sDdfjuayMhIli9fTvPmzQFYsmQJ4eHhhIaGEhYWxpYtW1i1ahWLFi2iSJEibN++nV27dvHkk0/G2KhduzYZM2YkODg4lu0JEyaQM2dONm3axKZNm/juu+84cOAAI0aMoG7duoSFhdGrV694dY0ePZrAwEA6d+4c06OTlN8EZ2KGjyWRkJAQr5jM0Rt0eFrDrDnzichUivtEOI8/D7UeTAH/KonmO31gK8gDFBAhImMpZs9dQMvmTRPNF92V4G5OnDjBiy++yOTJk/Hx8eH48eP8/vvvLo232b17N++99x5LliwBrHjE/fv3M3LkSKfMOyUid0xhEBwczIQJE1izZg0A8+bNo0CBAlSrVs0rY4u8lbL5AxjcoJc9Tcx52lRomuh0Ea5+llO7fXeUkdrtJ7UMd/vt6Bf3Y8eOUa5cOR5//HHAqgAuWbKEKlWssi9fvkx4eDh169blnXfe4b333qNZs2bUrRt7rs1+/foxdOhQPv7445hjS5YsYceOHfzxxx8AXLx4kfDwcDJmzHhXba+++ir9+/dHRGJesCdOnJjoNTkbr6gAikgNoBngo6r9Pa3H4L1Evw3m8Lda4vL7VyHy4EzmfDbwrj92qkqTZ2fgW8LKl6NIIOMm/UaLp5ukaE6lChUqsGXLFlq0aHHHucaNG3Pq1CmqV6/O999/n6CN+++/nyNHbsdtHT16lPvvvx+A//77j6ZNmzJs2DAeeughALZt28a+ffsICAgAICIigoCAAPbu3RvTGtm8eXOGDBmSaJlFixbl1q1bXLx4kbx588aU36pVK3788ceYFsf169ezefNm/P39uXXrFqdPn6Z+/fr89NNPPP300wB0796d7t27J1hmwYIFOXHiBIULF+bEiRMUKFAg5tyOHTvo2rUrCxcujNGxdu1a5syZw4IFC7h27Rr//fcf//d//8fPP/+cYBkGiyL3FWJooz58vOobzkac55XqL+Dn4+tpWYZ0jif8dvSLe0REBI0bN2bMmDH06NEDVeX999+nW7dud+TZunUrCxYsoF+/fjRs2JABAwbEnHvsscfo168fGzZsiKXv66+/pnHjxrHsxH1x7dSpE9u2baNIkSIsWLCAggULxpx7+eWXYwa63e03wSUkt8/4XjegFrAOWAOMtI8NAwR4EygcT547+rsN6YO4n/2MWXO13vODtdnbs2K2em0HJxobktJ8qvHHAJ48eVKLFy+uGzZsiDk2ffp0PXnyZIJ24sYAzps3T5988kmNiorS9evXa40aNVRV9fr16/rYY4/pyJEjk60rsTSjR4/Wbt26qarqlClTtE2bNqqqeuHCBQ0MDNTp06cnaCu++L6kpOndu7cOHz5cVVWHDx+u7777rqqqHjp0SEuVKqVr165N0F5wcLCJAUwBV29e0+Grxuj/gkfplRsRKbJhMKQUb/PbW7du1eLFi+vNmzd18eLFWrNmTb106ZKqqh49elRPnTqlx44d06tXr6qq6ty5c7VFixaqasUAbtq0SVVV58+fr8WKFYuJARw3bpy2aNFCb9y4oaqqe/fu1cuXL+vmzZu1Xr16CWpzjPX+4osvtG3btqqqumvXLg0MDNRr167pP//8ow888IDeunXrjvzO8n2eCLA5BDymqo8ABUSkUlIyRUVFuVaVIVWwcdM28vqeIuOppTFbXr9TbAjd6pJ8CVGwYEGmTp1K7969KVOmDOXKlWPx4sXkyJHjjrRfffUVRYsW5ejRowQGBtK1a1cAmjRpQsmSJQkICODll1/mm2++AeC3335j1apVTJo0KSb2MLld0H369KFo0aJERERQtGhRBg0aBECXLl04d+4cAQEBfPHFFzEjckePHs2+ffsYMmRITJmnT59OVpnt2rWjdu3a7N27l6JFizJhwgQA+vbty9KlS3nwwQdZtmwZffv2BWDIkCGcO3eO1157jaCgoFhTLRjujcx+mXi3TjcKZs/HwBVfcD4iZVNgGAzOwNN+u0qVKgQGBjJlyhSeeOIJ2rdvT+3atalUqRKtW7fm0qVL7Ny5k5o1axIUFMTgwYPp16/fHXaaNGlC/vz5Y/a7du1K+fLlqVq1KhUrVqRbt27cunWLwMBAfH19qVy5MiNHjrzDTp8+fahUqRKBgYEEBwfHpKlQoQLPPfcc5cuX58knn2TMmDH4+rqwBT+5NUZnbsAkoDxQExgIDEkgnb4/cECCtWl3EBwc7NHyo/EGHe7UgGn9NSRAfN8NTAtgLKKionTmnkX66pwP9NCFo3ecd/WznNrtu6OM1G4/vjKM33YtzvJ9HhtiJyKBQH5V3aOqoao6WFUHJJR+2sLpphXQYDCkGUSkhogMFpH/ubAMWpZrTPvAFgwJ+ZJdp/a6qiiDwZDK8MhScCKSB5gFPKeqJ5OQXvNXKEKZfAE0rN+AXLlyERQUFDPqKDrg0uynvX2zpJAhIUSE4OBgJk2aBIC/vz+DBw9GvXApOBGpBYwEooBNqtpLRIYB/YA3gD9U9UQ8+dRZ3//dp//my3Xf81JQa+r61yQqKoqGTRqzfMFiM92OwakYv+1aUu1awCLiB8wBBqnqnUsVxJ9HW0/pxsaRKzi4/i/jrNIRxpEYEiI1rQUsIoWAf1X1moj8AowAnseNFUCAIxePM2LVGBqVqsvGKWv5ff0s2j7yDB8NGuy0MgwG47ddS2peC7gNUAP4RERCRKR2UjKJCCUaBND0hedcqy4BvGU+Mm/Q4Q0aDIbUhKqeVNVr9u5NIBKYDQzACoW5o/LnCorlLML/Gr3LusObmb52FkUffsCl4TVmndu0b99dZRicj9vnAVTVKcCU5ObbNXYzN+UmGXL5Mj84mKYNGrhAncFgMLgOx9hn+1CivSAdO3bE398fwGnhL7L2KoVqluDiwbNk9c9BvyGD+WjQYKeHc0SPXndVuIir7YeEhBAWFmbsJ7IfjakIuo+QkJBY4S8pwSMxgMnFsRvkzYkjOOvzH9+27keu7ClbmsqQejBdCYaESE1dwJD82Gc7j1O7gMGaUuvB2oFU7fVIzD3cMnI1+9bvNOE1Bqdg/LZrSc1dwPfElx3fJU/WPPSeOZpbtyI9LceQDhg2bBgVKlQgMDCQoKAgNm7cCFhzQO3ZsyeR3Ekje/bsyUp/+fJlunXrRqlSpahWrRr169eP0SUivPPOOzFpP/vss5h5AAcNGkTWrFljzfGX3LINyceOff4Z6J3Uyp+r+HDQQAo/6h+zkoKIcH+DEvTo+7YnZRkMTqNBgwYsXrw41rEvv/ySV199lfDwcJo1axbjOxs0aMCqVati0i1atIiaNWtStmxZgoKCaNu2LYcPH463nM6dO1OgQAEqVqwY6/jvv/9OhQoV8PHxYfPmzc6/QCeR6iqAvj6+fNbyDW74/scHMya77S3DW5q2vUGHN2hQVQYMHZjszz+5+davX8+8efPYunUrO3bsYNmyZTGLdX///feUL18+2dqdQdeuXcmTJw/h4eFs2bKFH374gbNnzwKQKVMmZsyYEbMfl3z58vH555+7U64hhbHPrmBN6HrOh55k19jNbBy+gh3fbOJY6GFWhK9me/gup5Zl4tvSvv3klOEuv92uXTumTp0a69jUqVNp164dTZs25ZVXXmH//v1s2bKFr7/+mn/++QeAXbt28eabbzJ58mT++usvwsLCeOGFFxJcB71jx44sWrTojuMVK1ZkxowZ1KtXL1nX6W5SXQUQIEvGzIxo0pPDN3fz1eIFnpZj8ACz581m9qaFzJk/x6X5Tpw4Qb58+ciUKRNgVZ6KFCkCWHEw0W932bNn591336VChQo0atSI0NBQ6tevT8mSJZkzxypr0qRJtGjRgvr16/Pggw8yeHD8Iy8//fRTatSoQWChnlrfAAAgAElEQVRgIAMHDrzj/P79+9m4cSNDhw6N6bJ74IEHaNrUWiDdz8+PV155Jd4Z6MF6a502bRrnz59P0j0w3DuqOkVV86tqfXtb7yktqxctY0/IZvYEb2Lyl+P4a+Vm/vh2BYVKVOPTTeM5etEt41EM6RB3+e3WrVszf/58bty4AcDBgwc5fvw44eHh1K5dm+bNm8ekrVixIh07dgTg448/5oMPPqBcuXIx55s3b55gRa5evXrkyZPnjuPlypWjTJkySb08j5EqK4AARXLlo88j3Vl7bjG9Rgx1eUtgdNCrp/EGHZ7WoKp899sPlG5XlfHTJib5s09JvieeeIIjR45QunRpXnvtNVauXBlvuitXrvDYY4+xe/ducuTIQb9+/Vi6dCkzZ86MtaB4aGgo06dPZ8eOHfz+++93dA8sWbKE8PBwQkNDCQsLY8uWLbG6JwB2795NUFDQXZcIev311/nll1+4ePHiHeeyZ89O586dGTVqVKLXb0jbRD/LVcsU4N22H5DhXBCDgkey79xBp9p3Fe7wRan9GrzlHrnTb+fJk4eaNWuycOFCwGr9e+6559i9ezdVq1ZNMF9i59Mabh8F7EyqlniQZ088zS+Xf6Vn/36MGjrM05IMbmD2vNnc8PclmwiXit7i0Q+fplDlYonmOxl2GIoJ2US44e/LnPlzaNGsxV3zZM+enS1btrB69WqCg4Np27YtI0aMiHljjCZjxow8+eSTAFSqVIlMmTKRIUMGKlWqFKv74PHHHydv3rwAPPPMM6xZsybWGrhLlixhyZIlVKlSBbBi/cLDw5PdlXDffffx0ksv8dVXX5ElS5Y7zvfo0YOgoCB69+6dLLuGtMtTtf05fqYmO05lY8TqMfR4qDOBhcolntFgSALu9Ntwuxu4RYsWTJ06lQkTJvDLL7/EStOqVSvCw8MpXbo0M2bMiHXu3LlzNGzYkIiICF555ZU06StTdQUQoO1Dj/PPmaOE/LeEr8aOo0f3bi4pJyQkxOMtX96iw5Maot8GczUtDEDBysWImH+CacO+iQlqTyhfs3ktyWrny1WhAOOnTaR50+Z3zQfg6+tL/fr1qV+/PpUqVWLy5Ml3VAAzZMgQY8fHxyemy9jHx4dbt27FpItbVtx9VeX999+nW7eEv8cVKlRg+/btREZG3rUVsGfPnlStWpVOnTrdcS5Xrly0b9+eMWPGJJjfkPaJ+yx3bFaBEZOvcOtqdr7aMJGu1drxULGUt4i42le4wxel9mvwhnvkCb/dokULevXqxdatW4mIiKBatWqEhYXF6lGZOXMmmzdvjqncVahQga1bt1K5cmXy5s1LWFgYn332GZcvX+bIkSM8/fTTAHTv3p3u3bsn6d54M6m2C9iRvs068mCRSvxxYB5z5pmYwLRM9Fuk4wjG6LdCV+Tbu3cv4eHhMfthYWGUKFEixfqXLl3K+fPnuXr1KrNmzaJOnTqxzjdu3JiJEydy+fJlAI4dOxZrxC5AqVKlqF69OgMH3g6KPnjwIPPnz4+VLk+ePDz33HNMmDAhXi1vv/0248aNi1VBNaRvfH2Ed9pX49+T2aiRuTnjN/7CiGlfelqWIZXjbr8NVu9NgwYN6Ny5M+3atQOgffv2rF27NiYuGyAiIiLm/z59+jBs2DD+/PPPO84XK1aMsLAwwsLC0kTlD9JIBVBEGNn2XYqXLcegPz5m507njmQDz8e9ReMNOjypYePWTeQ8mwldeTFmy3k2Exu23H0+3ZTmu3z5Mh06dKB8+fIEBgayZ8+emClVUkLNmjV59tlnCQwM5Nlnn43V/QtWzGH79u2pXbs2lSpVonXr1ly6dOkOO99//z2nTp0iICAgJoi5QIECd6R755137joauFWrVly/fj3F12NI3cT3LGfO5Ee/zrXYuPkq1aPqsu7cNt7/YYjT7DsTb4lvS8/2k1KGu/12NO3atWP79u0xFcAsWbIwb948xo4dS8mSJalduzZDhw6lX79+gBW+M2rUKF566SXKlClDnTp1+PPPP2nfvn2C9mvXrs3evXspWrRozMv2zJkzKVq0KOvXr6dp06Y0btw4SXrdTaqbCPpunI/4j1d/70+pjDUZ9nz7RJuIDd5PWppQdNKkSWzevJnRo0d7WkqaILVNBJ0SXDERdFI5cPwi/cet49lHszNx13hKZCzMV6+MMJNFGxIlLfltbyRNTQQtIoEiMktEyt6LnTxZ72PYU++yXzfx3bL4R2umFG+Y+w68Q4c3aDAYDPfO3Z7lB4rkpOfzVZm56gofPvoeh64co8s3b3ErMukhA+lpjrv0at9dZRicj9sqgCJSS0TWicgaEYk1QZmq7sBaIumeCShQlNdqdGDZ6Vks2rrbGSYNBqfQsWNH0/pnSFVUL1eQto1KM3nRKb5oPZxzVy8wYP6n3Ii86WlpBoPhHnFbF7CIFAL+VdVrIvILMAIoBfip6h8i0hHYoKp/xZM32d0gP4UuZO5fK+hf920q+hdiwOBhDBn4oekWTmWYrgRDQpguYPfx3aydHDzxH307VOG7sF+4fP0K7z7SnSwZMntamsELMX7btaS6LmBVPamq1+zdm0Ckqs6yK38lgCeAl0QkkzPKe7HmU1QuVI6hy8fwUpduTPh1GrPmzE88o8FgMBhi0bl5RTJn9OOHuXt5q1ZnCuUowJDgL/nv+mVPSzMYDCnE7TGAIhII5FfVPdHHVPWQqrZX1Q9U1WlDEvs26kC+nFkIPb2JLMVh2BdfpvitxFtiHLxBhzdoMBgM905Sn2VfH6H3/1Vj/7GLzAjZz8vV2hFYqBwDl3/O2YiElxQ08W1p3767yjA4H7dOBC0ieYDRwHPJzduxY0f8/f0BaxLboKCgmKHn0V+++PYf8S3LrFMXCXiqIvvnhTNrznxy58yeYPqE9sPCwpKVPi3vh4WFua28EiVKmG57Q7yUKFGCkJAQJk2aBBDjHwyuIUsmPwZ0qUXvUasonC8b7Sq3IEembPRdOJzXK79IlYBAT0s0eAnGb7uWe5mL1hF3xgD6AXOAQaqatEl8budNURyMqlLj0cfJUjsrhavez/Gthziz7DR/bd5kvpwGQxrExAC6nn+OWdPD9O9Si7Il8vDBuMH86XOIXrW6UC+wTuIGDAaD0/HqGECgDVAD+EREQkSktqsLnDl7Hudu/kuhKkUAKFylOJF5r/HOJx+5umiDwWBIk5S8PydvPV+F4ZNCOXU+go+6DaSaT1lGhk5g7oZFnpZnMBiSiDsHgUxR1fyqWt/e1ru6zF9/m0bRuoViLSNTKKg4G0+vY8yKucmy5S0xDt6gwxs0gHfoMBpu4y06UgvOmv/0XkjpZ1azfCGefexBBn+/gctXb9KvSx8a5qjJhF3T+Gn5tHu2n1TSQnxbarfvjjKMfdfgFRNBu4oHy5Sg4KUcsZaRKXQpJ2XwZ/Wx1fSZNYYbt254WqbBYEijuGv+U0/QvG4pKgfk4+PJm7gVGcUbbbvzbKEnmL5/EfN2LfO0PIPBkAhpaim45HDi/L+8N2cMflmuM7zJWxTMkdep9g0Gg/vxthjAe5n/1M7vdTGAjkRGRjH0h1Dy5szM660rIyLsPvwXY7b/RJPSDWhWppGnJRoM6QJvjwH0KgrnycXY5/uQ9Xoxes0bxtajexLPZDAYDMnA3fOfuhtfXx/e/b9q/H34AjND9gNQoXhZhjR8h+X71/LrjllmQmCDwUtJty2A0Zw+fYY3P/8EqXyLZyo0pk1g43hHCIeEhMRMU+JJvEGHN2jwFh1Gg3fp8LYWwGjs+U+Hq2rTZObTDh06pGgKrKTsf/nll06xVzGoFr2/WkWNopeoUDIf9evX57/rl2n11vMEBVXm01f+h4+Pj9OnjHKW/sSmAOvZs6exf5f96GPGvvvsh8SZAmvw4MHJ932q6vWbJdM1nD9/XsuXL68v9uyjbSf11WHLx+rVm9fuSBccHOwyDcnBG3R4gwZV79BhNNzGG3TYvsLjPstxA/IAq4BCKcjr9HvkiDM/s/DDF/SFAQt076HzMccWLV2sg1eM1MGLvtDrN687raxo3PGdc3UZqd2+O8ow9hMnJb4v3bcAAhw+fJg6derQ6c2+/J3zInkL3aB/w9cplD2/y8o0GAzOx9taAO9l/lM7v0t9n7PZsOsE307fwac96lIgd1YArt+6wXOfdSZbzux81/kLsmXK6mGVBkPaw8QAppDixYszb948xn42mCdylOfCgYK8t2gEW4/v8rQ0g8GQunH7/Kee5KGKhWlVP4Ah32/gytUb9B80lIy+GZj86mgun7pIp4lvcf7yBU/LNBgMmApgDJUrV2bKlCm836sbb9SpixyqwZdrJvPHrvlERkXyUpcOXhHM7BhTkJ41gHfoMBpu4y06vAn1wPynycEVn1mLeiUpXzIvXfp8zU+/L2b23AXkypmLae9NJPLUNV7+uTfHzp1wSlnu+M65uozUbt8dZRj7rsFUAB1o2LAh8+fP56Fq5Rn5SktynWzIwl2b6PzZG4TsXMvs+XM8LdFgMBi8GhHhlRYV2b11LYXLN2bM91NRVbJkycK0fj+Q+ZTQY0Y/jv93ytNSDYZ0jYkBvAvXrt9i+E8bmDL1TSp3rcWRn3ezfu4qs46wweCleFsM4L2S2mIAo5k5ex5fTt3KfUUqc/rAVupULsLQ9zqTNXMGoqKi+HHVNNb/t533676Of+5inpZrMKR6Um0MoIg8ISLvi8jXntbiSOZMfgTmO02BKoURETJUzMFvs6d7WpbBYDB4LarK+Mm/k6NwIAD5/auwYvlSXvloGbNW7udWpNKxfjs6VXmOYSu/5s8z4R5WbDCkT9xWAUxkSaQlqjocyOAuPUlBVfns+1EUrlac07uPUSioOIPHf8TNyFse0+QNsQTeoAG8Q4fRcBtv0WFIOq74zGbNmU9EplKICGeP7EREyFkkkEdLXWbX/rN0/3g5y0IPU+P+Krz5UCc+XzueLcd3pqgsE9/mefvuKMPYdw3ubAE8BDymqo8ABUSkkoi0FJHWACLSE5jsRj2JMmvebHzLZYvp8hUR8lYqxOtf9vaKASEGg8HgbWzctI28vqfIeGopGS5sIeOppeT1O8X+8L/o17kWvV+oxtLQQ7z5WTARZ3Px3iOvMXbTzyz9a6WnpRsM6QqPxACKyCTgE1XdY++/BjwChAKj4ga9eCoO5rkO7dh64B8u/3uazNnzkDlHXm5du0S2gr689+G7tK/cwu2aDAZDwpgYwNSBqrL5z1P8uOBPMmf05dFamflu2zc8VrQ2bzXr5ml5BkOqIyW+z89VYhLCXhIpf3TlD0BVvwG+uVu+jh07umw5pIT2SxYrz63IPByNCids02qq1qpP4WJVOHD8KJOmTyVf1tw88WA9l5Vv9s2+2U/eckiG1IGIUKN8IaqWLcjKrUf5ZfFf5IoIYumN1Vz84xL9n33HDLYzGFxNcpcOuZeNFC6JhIuXQ0oK48aN03z58unq1av16vWb2nPMfH1h6tsaeiTMrTq8Ybktb9Cg6h06jIbbeIMOvHApuHvZXO37vGUJrBs3b+nsVfu0yesj9YlP2uqbP/TTyKhIp9m/F7zlHnmrfXeUYewnTkp8nzsHgfgBPwO9VfWku8p1FqVLl+bnn3/m2Wef5ezpk/yv0+PkOPUwo9ZN5u+z/3hansFgMKRaMvj50rxuKX7/7HUa5G7H7iN/8vyonpy5eNnT0gyGNIvbYgBFpB3wFbDbPvS+JnFWfG+Kg9m2bRtBQUGICBcuXePtCb8Tdf92RjzZh8I5CnhansGQrjExgGmDbbv3MHL9j1wnE03ub02bBmXJmtmrJokwGLyKlPg+MxH0PXLqfATv/PQzmYse4LOm75Mr832elmQwpFtMBTDtEBkVycg1k/jz+BGu761KmwYVaPKwPxn8fD0tzWDwOlLtRNCpgYTm8SmYJysftX2eKycK0n/xKK7dvOYRHe7EGzSAd+gwGm7jLTqcjYjkFZHOIjLS3rqISD5P63IGrv7M7sW+r48vb9ftRN0yFchTbRtb9h2m+4jlLN90mMgoK4bpxY5dXD4llzffI2+w744yjH3XYCqATqB4ofsY9PRLnDnhx5Bl3xIZFelpSQaDwQnYk9ZPBLIDi+0tGzAx7oT2BufjIz50CGpN/ZI1uVBgBR2f8WfxhkP0+DyYT0f/zJpNfzN77gJPyzQYUiWmC/geOXz4MLNmzaJHjx5sCz/JiJXfUrVUcfrU72ymMTAY3Iyzu4BFpJyq/pncc0m0/QRQDSiiqm8mkMZrfZ+7+X7Fzyw6EMKgJ3pz5WJOOnZ9jVIPd+D6vuksmf2j8beGdI1Tu4BFJIuI9BCRVSLyl72ttI9lvXe5aYMsWbIwevRoxo4dS5UHC/F6jc5sPRTOhI0zPC3NYDDcI/FV8ESkaULn4kmb6pbA9FY6129PriMZGbD0M9Ztm0V+/yD+2fYb//k9wA+/mDXaDYbkcrcu4J+BU8DTqlpWVcsCzYHTwE/uEOdNJNSHnz9/fhYuXMiQIUOYPXs29SqX4MWyHVgavp5ZO1a4TYc78QYN4B06jIbbeIsOZyIiH8TZPgQ+F5EPkmjCq5fATE2xTz4+Pnw3cAz+Z/ISci2UK3qIi5c3gU8kw0f9xN5D551WliOp6R55wr47yjD2XUOCFUBVfVZVp6nqRYdjF1V1qqo+6x55qYNSpUoxe/ZsunbtyoYNG2j2UDmevr8tU3bOZdX+rZ6WZzAYUk5HoBZwFDhm/71h/00UVT2pqtEjw24Ckao6S1X/sJfArAnUEtN/mSREhLpl6/LPrHNc/HcTAU+V49yZ1RR4oArdPxjDtr2nPS3RYEg1JDsGUERaquosF+lJqMxUEQezYMECOnfuzI4dOyhQoACj5wez5uJsPqz/BpWKBHhansGQ5nFBDKAf0A14ChipqstFZIGqNkmmnUBguKo2TWa+VOH73Enffv9j9caNSFAURaqX4MTWw0RtFcqXDeRannp0bVGRR6sW9bRMg8GtuGUeQBFZoqpPJCvTPZKanODOnTupWLFi9IfBRzPmsut6CB81fofOL3Rk+YLF+PiYwdcGgytw1TyAIpINeBeoAuRT1TrJyJsHmAU8l9xVkEREO3To4PZ10L15X1X5bOKXZG1amDN7jqPA1V3nWf/7Sn6ftYhJ83bzWqdnaV6vlFfoNftm3x3roA8ePDj5vi+hNeKACODvOFs4cDm5683d64YXrAWc0rX8IiOjtM+vP2ndt5/WUo0q6vsDB3hEhzPxBg2q3qHDaLiNN+jAxWsBAwWAhslI7wcsAGqmsDwX3KXbpMY1UGfOmamN+rXSNlO766P9n9Y2U7trvfebaadPX9PrN6/rqXNXtNvwZTpp3m6Nioq65/JS4z1yp313lGHsJ05KfN/dmqIOApVUtbTD9iCQpOXbDBY+PsL/Wj/P0c3/UKVLHaYtmU5UVJSnZRkMhiQgImXtv34i8gowAKgkIlmSaKINUAP4RERCRKS2i6SmGzZu3UTOs5nQlRfR7VfQlRfJdz4bJ/YfY3DIl2TOGsnHbzzCjn1n+GpaGJGRxt8aDPGRYBewiLQEVqrqhTjHH1HVNU4VIVIOK8amJNBDVaPinNeEdKYG3h/Qn9XXtlGkWjFObDtMuQwlGf+/rz0ty2BIc7ggBnCFqj4mIl8D14BFQHWghqq2dlY5dyk/Vfs+d6KqDP7jUw7cPMbHT39Irox5GP7jJnx9hD4vVidzRj9PSzQYXIZT5wFUa6TahXiOp6jyl8h8WH8CF4DcQJrydnv37uWn2b9S2A5KLhRUjODQECZumcatyFseVmcwGBIh+iGtoKrvqupyVf0YyOtJUYY7ERE61niOvXO38/acwRy6dJj+nWuRLUsGBoxbz6WIG56WaDB4FUkajWDPVRXzN4XcdT4sVf0BWA7cdw9luIyUzuMzZvx4ijcKiJmlXkQoGFiCX3+ZzsDgLzh7JXlzV6VUhzPxBg3gHTqMhtt4iw4ns11EugLrRORVESkpIm2Bfz0tzBm4+jNzt31/f39mjZzKwem7GLjoU7Yc306v56tSpkRu3hu9hjMXrt5zGc4mtdt3RxnGvmtI6nDU5nH+Jhu9+3xYjUSkD1bXSvKfUC9m2+7tnAs9zcr/zWPrqDXsGruZs6EnCF9xkJyRJXh/2ceEndjtaZkGgyF+3sMayFEbeAtrEvxAoJMnRRkSplChQiyYOJuT08P5YsU4Fv69gi7NK9KoRnHeG7OaI6cueVqiweAVJGkaGIc4mGBVbXBPBaZgPqy0MBXCnj17GDRoEPPmzSMiIoKzF68yN8yHpxrl4JeQ0VQpXJFBHfvi4+PjFXrNvtlPDfshzpgKwYsxMYAp58qVK3R6vQv5WpbkIf9q/F/lVoRsOcoP8/bwYcealPXP42mJBoPTcNk8gM6qAKZ0Pqy04gTnzZvHyy+/zJ49e8idOzcHjl9kwLj1dHk2gJXn5uIjQo+HOpMzs1f2ghsMXo+r5gG0bfdU1S+j/7qijHjKTBO+z5Ncvn6FT9eOJWfm+3ijVkd2/H2ekVO20vP5KtQoX8jT8gwGp+DUQSAJkGJPZM+o/zPQOzmVP2/BGX34zZo1Izg4mNy5cwPwQJGcfNipJt/9Ec4zxV8gIM8D9F0ygr/O7HOpjnvFGzSAd+gwGm7jLTpcyD2Hwngbrv7MvMF+9kzZ+PDRHvggDA0ZRdmS2enfpRZf/RbG8k2HnVLGvZDa7bujDGPfNSS1Aihx/qYEMx8WULZs2dj7/nno/UI1Pv5xCzXzPMrL1dvx+drxzP1rGebN32DwStJMF3N6IaNvBnrU7kzpfCXpt/xT8uSN4qNX6/Dr4r+YviLc+FpDuiSpXcCZVfVa9F836IpbfprvBlm74zjjZuzgo9fqkCnbDb5Y9x15suTitZovkS1jVk/LMxhSBS7uAnZaLHQyykzzvs/dfDTtC/ZnOM4H9d8kp08BBn63nqplCtCpWQV8fEzd3pA6cXoXsIhkFZGMduWvJtBQRHzvSaUhXuoEFuHFp8oxYPx69EYWhjz2Dnmy5KLvkuEcuHAEsCY6HTB0oHlbNRg8i3kAUzEFLt1H6Nhg/rfiSw5F7OPj1x9h76ELjJyylZu3zKohhvRDghVAEXkP2ApsFZERQF+gNTDRTdq8Clf14e/cuZNRo0YB8HitEjSvW5IB49ZxJSKKLtWe5/nA5gxd+RXL9q9h1rzZ/LJwGnPmz3GJlqTiLfEM3qDDaLiNt+hwIc4IhfEqUnvsU0rsd+3alQEv92XNJwv5eu1E1h3fwJButYm4douhEzdy9XrsCfq98Rq8yb47yjD2XcPd1sZ5BigHZAH2qKo/gIisdoOudEP+/PkZNWoU9913H506daLlowFcjrjJwO/W89GrdahTvAYlchXl8zXjWTVxMUUblmb8tIk0b9o8ZnJpg8HgFp6K89eQSmnTpg333XcfXXt2w2+IL2cjztO3QzO+nb6TD79dy8CuD5EzeyZPyzQYXMrd1gJeoaqP3e1/d5HW42D27t3Lo48+yqRJk3jyySdRVcbP3MmBE/8x6OWHyJzRj99m/c43oT9SoHJRLuw6xRu1OtCiWQtPSzcYvApXxACKSFbglqresENh8gOLVDXSmeUkUHaa9n2eZv369bz8RjeeHt6ewjkK0L3G/zF1yT7W7TjOkFceJn/uLAwYPIwhAz80L9wGr8ap8wCKyHFgHlZ3R1OH/5uo6v33qDVZpAcnuG7dOlq2bMnChQupVq0aUVHKyKlbuRxxk/c71KBV52fI2rRw9IdMxPwTzPtxlnFKBoMDzq4A2qEwnbDWBJ4HlAYuAj6q2sFZ5dyl/DTv+zzNrVu3iCKKrzb+wOXrV+j9SDdWbDzJzOB9PFT8Il+Pn8rQvl1o2TzJaxcYDG7H2YNA2gG/YM3d5/h/+xQrTMW4ug//4YcfZty4cbRo0YJLly7h4yO81bYKPiJ0++BLbvj7IiKc3n0MEeG6v4/HYgG9JZ7BG3QYDbfxFh1OJjoUpibwvKo+o6qdgJKeleUcUnvskzPs+/n5kdEvI2/Xfhn/3MUYsPxzalfNRcdm5flszC/kuL8q4yb95rLBd6nhHnm6DGPfNSQYA6iqK90pxACtWrUiMDCQHDlyAODn68N7L1Wn0fNjuSU3yXn2X05s/YdbB64QFRXFBr9Q0w1sMLiWK3YTXISI/ONw/Oa9GhaRcljxhCWBHqpqhqB6EB8fHzpWacP8vcvpv/wzakRWpOADVTnydzAEPMJv0+fQtrXxt4a0Q5LmAfQ06b0bJOLaTT4cu46o83tYvmwpA9/rwErfTXSq2pZqRSp5Wp7B4DW4oAv4nkJhRKQWMBKIAjapaq845zsBjYD/i8/JpXff5ynGz5/MkrPrOLo8A+dOrSNPjqe4cHg3034aR5UyBT0tz2C4A5etBexpjBOEfy9d46HHnyfg4Y5EHpzJp99+wNcbf+Dzxv3Jnimbp+UZDF6BCyqAjyZ0Lim9JCJSCPjXnkv1F2AEUArwU9U/7DSdgemqejGe/One97mbqKgoqlatxn/ZM+Gb4ypBHWqz7ds9FCr4GJkzZaB1q6fp2LQ8mTPdbRINg8G9uGQtYBEZFWd/cHKFJQUReU5EvnWFbWfg6T784BXLKOBflXNHd3HJryT7Nu6jVtEq/LDtN7dr8fS9iMYbdBgNt/EWHc5EVVcmtCUx/0mH1ZNuApGqOktV/xCRRiLSB6gOXHXVNdyN1B775Ar7Pj4+NHqyOZcOHKVAhcKc2XOcwg/lQC9spvL9N4m4dpMen4ew58A5p5SXGu+Ru8sw9l1Dgq8wIpIdyAlUF5HCWN0efsDDKSnobl0h9tQKF7BG1xkc2LRpE2vXrmXxqm3c59+Kc0d3katoZUaN+5UFsybQZ8lHhB4No2bRIE9LNRgMCSAigUB+Vd0TfUxVlwHLEsvbsWNH/P39AciVKxdBQUHUryk4GAAAACAASURBVF8fuP3DktL9sLCwe8qfVu1/OnwQe45t40pW+PfgWR5sEsj+v7fT+PE6ZPS9RO1K5RkxeROFM56gUc3iPN6oYYrLCwsLc9n9cYd9R4x999kPCQlh0qRJADH+IbncbRqYDkBHIAjYhlUBvAHMUNVxyS7oLl0h9t/rQDOgo6oejZM33XaDHD9+nKCgKuQpWYcH69yedeLMga282qYyNRtV4st1E/jsyX7kyJTdg0oNBs/jyrWAU4qI5AFmAc+p6slk5k23vs+TzJo7izGhP5K74u14v9Pbj1IoRwHGvz2K+zJl5+Ll64z5YztHT1/m7XZVCSiWy4OKDekdl8QAikgDVQ2+J2V32pwEfOL4NmwfH6GqfeNJn66dYNdub/LzjxOo/nAjChYuDsCZfyO4HulL8Mxv+O3PWVy89h9v1e7iYaUGg2dxVQVQREap6lsO+4NVdWAS8vkBc4BBqhqagnLTte/zFO8P/pDwk/9Y86yqcuPmTTL4ZSAyg1LsydK8X+8NCucogKqyctsxvp+9kyYPP8BzjUrj55toZJXB4HRS5PtU9a4bkBfoB4wDxgPjE8uTiL1AYH4y86inCQ4O9mj5q1at0nz58un48eNVVTUqKkrH/BGm/ceu1cvXrmqPeQN0/eEtbtHi6XsRjTfoMBpu4w06bF+RYv8UdwOyA/cDa4HCQBGgOLA0ifnbAWeAEHurnczyXXez1PWfWWq3H18ZS/et1q6z+uifp8Njjp39N0IHjF+nb30RrAdPXLwn+87GE/fI2HevfdWU+b6kDGOaCkwHnrUrgBWTVcN0wO4KGQ08l9y8royD8ZY4isT2v/32W15//XWKFy9OpkyZ6NayHkMmbuSDET9TrXJpJm6dRvn8D7J1wxaX6nF1XI+3xG2klv30/Hk4Iw4mEZ7FCoUpjzUZfnQozB9JyayqU4AprhBm8AyNSj1Cvqx5+GztODpVfY46xWuQN2cWBnV9iCUbD/H+mLW0fiyAFo8G4OvjVdEIBkMsktIFHKyqDRz+zlLVlsku6B66Qkw3yG0OHTpEiRIlYvYjrt3kvdFraFCtGFdyb+dMxHnefvhlDyo0GDyHC7uAnR4Kk8Ryje/zUtbv2cRP+2fxeKm6tCzXOGZZzpPnrjBq2jYiI5We7apQJJ+JzTa4HpdMA4M1ahfgkoi0BQKSrcyiDVAD+EREQkSkdgrtpGscK38AWTNnYECXh5izej/Fqc6Rf4+z7vAWD6kzGNIsO0Skn4iME5HxIjLe04IMnuPUqVO0bNCMh69XYMORrYzb9DO3oiIBKJQ3G8O61+GRykXoPWo189f8Q1SUqcQbvI+kVADfEJFMwNtAbeCNlBSkqlNUNb+q1re39Smx4ynidnN5ivh05M+dhX6dazF+xh6aFm/JD9t+499r/7lVgyfwBh1Gw228RYeLmAqcxVoTeBtOWArOG3D1Z5ba7SdURsGCBVm0aBF9evSm1LH8/HvtP0asGkPEDWs6Rx8foXm9Unz8xiOs2HKEgePXc/pCRJLtOxNP3SNj3332U0qiFUBV/VNVr6vqPlXtqaohbtBlSCYBRXPxVtsq/DT9BDUKVeP7zVNctni5wZAO8VPVsVhTWX2LNTDEkI6pUqUKISEhfDRkGH6brlIoR376r/iMs1fOx6QpVjAHn7xRl0oB+eg1ciXLQg//P3vnHR5F2fXh+0mlJxBCDRB6TwICAamCLwpIsYCKioDttb5YP5COIkUEGypYCCogPQQCgoXQexekIy20AKGThOR8f+wmBkjZbHZ2Z5Pnvq65dmd35pzfzmxOnp3nzDk6LmtMg24F5+asWrWKrVu38r//WSpURK06xJJ1h/Gtt5bH6nakRaXGLlao0TgPA3MA/xCRdkqpKCw3gwwWEbtviMuBXx37TM7x48dp3749fZ/rS+3ODVi07w/ea/EyVUpUvG27I7GXGD99K6WKF+K17qEUL1YAEWHI8JGMGDowLYdQo7EHo3IANSamcuXKfPLJJ0yfPh2ALi2rElatNF4nGxCxbTYXb+jmKhqNA3BIKowm71GhQgVWrVpFt67deKjm/fRp2IORK79gS+yu27arXM6P8f1aE1yuGG98EsOq7SeJjIpm/rKtLFi42EXqNfkZW3oBt7A+lldKfayUami8LPNhljn8O3UEBQWxePFi+vXrx59//gnA813rUVSVwi+hGt9unu7wKQezHgutwbWYRYcR5NVUGHfPfTJLflvJkiWpXr06AOFBDejf8hUmb5rGrwdu39fby4NnOtRmUN8m/LxkD8PGRVC0fEMmRcwybGrYLMdI2zcftlwBHG59HAxsBz43To7GHurVq8esWbN44okn2LlzJ56eHrz3TCOSTlTlwJlYVh3NcQMCjUaj0dhJ9YDKjGj3NksPrGDqtjmkpKTc9n7NSiVoV+M6hcvUBwXXvKvqq4Aap2NLHcAVItJaKfWTiDyTWg/QSfpSNeg8GBuYOXMmAwcOZM+ePfj4+HD+0g3e/CYKVXUjEzoNpkRB3atSk7cxYy/g3KBjn3tz/vIFvtwylcLehXi9aR98vXwASweujo/2xjP44dTvLNf3zeGPRT/pXECNXRiVA3hSKbUK+E0p5Ql42qVOYziPP/44K1aswMfHEmQC/Aoy7OkHSTgVxPiVEfruM43GTnQqjCan/P7777Rr1Zbna/WggJcvw5dPSCvPFRkVzXXfqmmDPaUU13yr8vm3v7hSsiafYUsZmJ5AVxH50frSE8ZKMidmmcPPTkf58rdXp6hS3o9+9/XgwOlTRP21gpSUFO578D93TUnYiojQ67lnTTGYNMM50Rr+xSw6DCJPpsK4e+6TmfPb2rVrx8MPP8x9re/joTJtCCtbl0G/j+XE5VNs2LSNAM8z+Jz5jUs7I/A58xv+6hRTZv7Gmh2xptBvJh/avjFk2wtYKVULGKWUqg4cAN4HHPsN1RhK03rleejcw0zfNYM/pi/m2K3TDBoxnI+GDc9+5ztYsGgBa/ZuICo6iq4PdTVArUZjSlJjZWERmaaUet6lajSmRynF0KFDKV68OK1atWLp0qWUqhvA8D8n8L/Xn6Ne6ZqAZXCQ2uf60Il4Rny/gfirCXRqXtmF6jX5AVtyANcBbwMbsFTB/1REwp2gLb0GnQfjAP5v9vfMmfQpDZ9vzrav1vD91MkoZXslIBFh0P8NpMwj1bkefYpFP0bqfBWNqTCwDuB0oALwLZY6gMtFpJWj/WTgV8e+PMBPP/3Ee++9R3R0ND7lC/PZuu95OvQRWgWHM3TkMIYPHHZbL+Ehk9fRqkF5nnqglo6xGpuwJ/bZMgBcJCIPpVtfLCId7dSYmY9+QGFgn4jMyeB9HQTtZOnSpezfv5/XX3+d9wYPZF3SDso2qMCpbcco5RlA686238/z19rt7I87QqnQ8pzefpyONe7j3Wf74emh00I15sDIm0CUUiVE5II1F7q0iOR6JkQp1QO4T0RezuR9HfvyCIsXL6ZOnToEBwdz4vIpRq+cSKFjiqVLlzLihYG3zajEX0lg+HfrqBrkz8uPhODpqUv2arLGqJtArimlvlZK9VFKTQTOKaV6KqV65lBcuFJqrVJqtVJqwh1vXwBuAd45selMzDKHn1MdtWvXZuzYsfzyyy/MXbaAMmFBAJQJq8C237byWpNneaNpn2yX18N7c3LbPwSGlOPs7pOUDg1iRuRMXo8ewtIDK0i8lWjAp80aM5wTreFfzKLDCKypMN8rpf4C5gB+Nu6XadxTSjUBLgIuq9bu7rlP7pTf1rFjR4KDgwEIKlaWD9q9y5Jff8U/tAxjpk7g1JWzadv6F/Vl5MvNOXPhOqOmbiIhKdluv+50jLR952LLAHAPcBqoCJwFDgPVgWo59HUUaCsiLYBSSqn6SqluSqnHRORHERkDNFT6erdDqVixIosWLeKFV16ibKtKt911Vq51MG+8975NdhYsWkBisOdt+5cKCaLe1UrsOL2HV6MHM2/PEq4mXjPss2g0LmQK8DEQCowFImzcL9O4B9wH1AUaKaWCDNCsMTErfl9OmdAKKMCnRlH6jHuVt3/9gF92LeDQhaMU9PViyHNN8fXxZMiktVy97vwf2Zq8jc29gFOnPxziVKkIYKyI7LGudwZCsCRY3zUi0dMguSe0WWNOXzmFX/GSeHlZLrTeupXCzcue/Bq5hDqVA7Lcf8DwgRw4ffi2fBQRoXqZKowaOpITl06xYO8ytsTu4r7KzehUs52uO6hxOgbmAOY6FebOuJfu9dEi0j+TfXTsy4OICA/16kahTmXT6gBeiz7FhPHj2Ry7k00nd5BwK5F7ytenUblQNmxIZNeBCwx/sRkBfgVdLV9jQozKAewIfIRlejYU+F5Ens2FyBBglIh0ysE+Ogg6gGnTpvHhhx+ya9cuvLwsNzVu3XeW8dO38Fr3MJrWK5trH3HXLrBo3++sOLqB8PJhdKn1H8oVK5NruxqNLRg4AJyJJVVlI9AIKAIsBRCR6Tbsn+O4Z91Px748SOTCSCZu/JHi9UqnvXbxrzO8Fv5sWi7gycun2XRyB5tO7iD28mkCPCpy9p9iDO7emerlA10lXWNS7Il92ZaBAQZiaX6+WERuKaUq2KUOy1VE4EugR0737d27d1r+hL+/P2FhYWm3zqfOrxu5vn37dvr16+c0f5mtp88lyOn+Tz31FPfffz+rV69Oe79hzVI8WPcWQ8f9xFv/7cEDTYOztffpp59mevxLFi5B8OVSlCp8P9cKJTPkz0/wPp5Ci4qNeaqrpYTk8uXLmfJzBFO/i0ApZffxuPOYuNv5cNR6VufDmeuprzn7+EdERACkxQeDSL1ql5oKcxZLKky2o7PcxD0wNvYZ/d1xd/sxBsX+DVs34Rfny8kf9/D3rj1UrBlMtarVmDlnNn5F/GjTpg3li5XhwNa9/MerCaEdGrAldieTd0/jha8X0rxFS1pXa8TNQ5cp5lvE6fqd/bev7d+97pDYJyJZLljKHQD8mX49pwuWweZioIkd+4qrWb58uasliIhxOk6euyLPj1wm05fulZSUFIdpuJF0U6L3/SH/jRogw/+cIDtO7ZF5UfMlpEtjiVwYmSvNZjgnWsO/mEGHNVbkOD7ZugAlcri93XFPnBD7jD5n7m7fGT4WLlwoLVq0kKeffloSExOz3X71zn/kyY+/kyG/TpTe896SActGy7zdS+T4pdi7YndKSoo807dXtjE9t7j7eXZ3+yL2xT5bpoA/AvyBNlimPK6KyOCcDjSVUk9iqZ6/2/rSABFZZ+O+kp1OTe65eOUmw79bT40KxXnpkRA8PRw3k3YrJZk1RzcR+fdSfv9mIbV6NtK1BDUOx8ApYLtSYXIT96z769iXD7h+/Trdu3fH09OTmTNnUrBg1nl+e49eYOSUjfTqVJPSFW6y6eQONp/ciY+nN42DQmlULpQaAZWJio5i6Hcf3VVmRpP3MCQH0Gr4AaA+sFtEltipz250EHQe128mMSpiEwULePH2U/fg6+3YGn/zFs5n4oapBNQvy9mdJ3i5cS8e79bdoT40+RcDB4BrgPuxpMLcp5T6U0TaOtpPBn517MsnJCUlMWDAAN555x3KlMk+b/r4mSsM+3YdnZpX5uE2lqIcRy4eY6N1MBh/4xLbf1pL5R71uRYdS/SPC/SP7TyMIXUAlVKfichSERknIkuUUjnvH5YHSD+X70ocrWP+/PlMnDgxbb1QAW+GPN8Uby8Phk5el2HpAXs1iAjfz4qgRD1LcAusX57h341iy8mddtkzwznRGv7FLDoMIlFEbvBvzl+e+E9q9Dlzd/vO8JFq39vbm3Hjxtk0+AOoULooY15ryR+bj/N91G5EoEqJSjxRvwvjHhxEi1v1KVq7JOf2xHI1KJm+n7xGzJF1XL55xbDPYBTavjFkOgBUShVRSpXHUqOqrFKqnFKqItDcefI0RtOgQQM++ugj5s6dm/aat5cHb/e8h6pBfvSfuJq4+BsO8ZVRLcGyoRUY+t1HfLk+gqsJuoagxrSsU0p9BZSxFnRe7WpBGk1J/4KMebUF+49dZPz0rSTdSgEsP7ZnR82lZH1LZYfSoRU4uHEvm07u4PXFQxjyxzii9i4j9soZV8rXuJhMp4CVUs8CvYEwYBuWX7yJwDwRmeQsgVYtehrEQLZt28YDDzzAvHnzaNGiRdrrIsL8mEMsWnOY4S80o0Lpornyk1ktwSqlKlGrawM2nNjGcw2foElQWK78aPIvBreCc3oqjI59GltISErm4582k5iUzIDeTVi6bFGmZWY6dOjIX2f2sTl2J1tO7qSgdwEalQ+lUbkQagRUxsNDt51zR4yqA3ifiCzPlbJcooOg8SxbtoxnnnmGmJgYateufdt7f24+zpRFu3n/2SbUCi7OkOEjGTF0oMPzSf4+d4CvN/5ElRKV6NvwcYr5FnGofU3ex8AcwM9E5H/p1oeLyFBH+8nAr459+Zzhw4fTpUsXGjRokOV2yckpfDV3J0diL0HcEo6dP5pp4f5UUiSFwxeOsTl2B5tP7iL+5iUalqtP4/KhhJSuja+Xj2GfS+NY7Ip9md0ejKVmlb/1eQgQA6wAGuX0VuPcLugyMGkYqSMiIkJCQ0MlOTn5rvc2/31anhqyWMZ+8aME12kh8xcsMkTDzaQEmbptjrwQ+Z6sPbY5y23NcE60hn8xgw4cXAYGS8Hn8sAaoCxQDkstwN8d6ScL/4Ycp1TcvfxFXigDk539uXPnSmBgoKxcuTJbWykpKfLT4j3y4ke/yam4q5KSkiJPP9vX5jIwp6+cleh9f8iwP8dLrzn9ZPTKifL7wVVy8calXH2G3KLtZ489sS+rQtD9RGSW9fkk4P+w9ASejKUkjCaP8eyzz9KpU6cMpwDuqVWawX3DeeixPpSp8wCTImbRtXNHh18F9PXyoVfYozQNasDXG39i7bEtPHfPE/gXKOZQPxqNjTyKJRWmDjCNf1NhZrtQkyYf8cgjj1CsWDEeffRRpkyZQqdOmTeTUUrxdIfaFC/qS/+Jq2lWIZ7Vm/azYOFiunXJvglN6SKBdKzRlo412nI18RrbYnezOXYnP+2YR/liZWhsnSouX6xMWuwXEX74aQqtW7fWdxm7GVnlAP4pIm2VUsWBNSJSx/r6chG5z6ki9TSIKZi/YBETZmzFr3woF45t491nGtsUVOwlMTmJObujWX54Lb3CHqNFpcY6wGiyxMApYJekwujYp0llw4YNdO3alQkTJvDkk09mu/2q7Sfo+8Kr1GzZh+R/5rN4boTd8TMpOYk95w6w6eQOtpzchbenF43KhdCofCh71+9i+Pejda1BF+PoMjBKKdUceAlIn/BcyB5xGvdGRJg8dTbFyoUAULxCGCM/nUpKSophPn08vekZ0o3+rV4lcu9Sxq7+mgs34tP0DPlwKPqfo8ZIlFI9lFL+IrJcKRWilIpRSq1QSjVytTZN/iI8PJzff/+diIgIkpKSst0+7uh2ylS5B6UUV7yrsGDhYrt9e3t6E1qmDs/f8yRfdR5Jv2bPU8DblylbZ/L+pA+o8WRDxkydwMHz/5Cckmy3H41zyWoA+DLwOlAN+BBAKVUDWOAEXabDLHV8XKUjMiqa675VUUoRd3wXSim8itfmjaHfGD4Iq1qiEmP+M4DKxSvw3tKRxBxZR+SiBUxbMpOo6ChDfWeHGb4XZtAA5tHhYPqJSLz1+SRgCPACMM51khyHu9c/y0t1AG2hXr16LF26FG9v7yy3S/3B7lc+hLjju/AvH8rHX/7skFitlKJKiYr0qNeZ5kn1CGoYzLk9sfjUKMq7Xw2i7/x3GLnic+btWcKeswdITM5+sJodZjoHZrRvL5nmAIrIXuCJO17bj6UdkiafMG3aNC5fvszRk3EEeJ5BnfkN74sn8fE5TSmfZLZtO80Xs7bzavcwh7aOuxMvTy961OtMk/JhTNwwld++W0hQuxpMmvkDXTp10VPDGqO4CWBNhfETkZXWdX3pWWNaUn+wF0tXczW5SA0GjfmBkf2fc4gPEeHbWVMo3qks5/bEEli/PNejT/H5u1+zL+4Qe88d5Kftczlx5TSV/YOoHVid2oHVqFGyCoW8s251p3EOWeUATgK+EpEdd7zeAPiviLzkMBFKVQOeAs6KyNcZvK/zYFzE4cOHadGiBV9//TVdu96d33Ej4RYfTdlI4ULevN3zHry9jK8hNTdqHhM3TqVk/XKc3n6cxuVD6PfMa1TwK2e4b425cXQOoFJqOTAIaAkEisjb1tc3iEi4o/xk4V/HPk2O6T/oA/b/cxqVrmFNYtItTsff4s233uHJ9jVz/aM5cmFkprUG0+cC3ki6yf7zh/n73EH+PneQwxePUa5oqbQBYe2S1ShWIPMasyLC0JHDGD5wmP6hnwUOrQNo7frxDtAKuGx9uSiwCvhERI7mUFw4MAFIATaJyJvp3hsJxALJIvJNBvvqIOhCNm/eTIcOHYiKiqJZs2Z3vZ+YlMzYnzZzKzmF/s82poBPVjeX5w4R4aFe3SjUqWzqF55js3cT1qs5fgWK0io4nBYVG+Nf0M8wDRrzYsAAsBYwDLgKvCsiF62pMI+JiOGzITr2abIjJSWFSZMm0bdvX3x9fbPcNv5KAkMnr6NOlRK80LU+HrmYtcmssP+dtQbvJCk5iUMXjloHhAfYd/4wJQr4UzuwGrUCq1EnsDolC5dI2z5yYSRDv/tI32SSDYYUgrYaLgkgInF2akMpVQaIF5GbSqlpwGigKpZp6JZY8gz7ANNF5MQd+7o8CMbExNCmTRuXanCljiVLltCnTx9WrlxJbGzsXRpuJafw2cxtnLt4gyHPhVOoQNY5KvaS/lfn2d0nKVW3PBf/OsMrTXpRvUktVv6zkU0nt1MtoDKtKoXTOCiUAl5ZB8XcYIbvhRk0mEWHkZ1AXIHRsc/oc+bu9p3hI7f2k5KSeOqpp7hw4QLz58+naNHbr6bdaf/ajSQ++GEDgcUL8r/HG+DlmftZm9x8huSUZI7Gn2Rv3EH2nDvA3nMH8fH0sQwIS1Zl7JDRJFbzosgRxaIfIw25Cmj2c2wLjr4LOA0RicvN4M9q47SI3LSuJmG52hcpInOAn4FXgTJYag1qTEaHDh346KOP6NWrV4aJxF6eHrz5REMqlinKwG/WcvlaoiE6NmzdhF+cL7LiErLjGrLiEn5xvmzcuol6pWvxSngvvukymtbBTVl9bCMvRw3gyw0R7Dz99213LDviLuLU+le5tZEX7mbO7bEw63FQSk1SSoVm8HoDa5qMRuNSvL29mTFjBpUrV+b+++/n/PnzWW5fuKA3w15oytXrSYyK2ERCkmvv2vX08KRKiYp0rNGWd5q/xLddxzKw9evUDqzO7Ki5JAZ7oICbFWGBi2/6y2vYdAXQoQ6VCgFGiYjNBeTMcAVQYyE+Ph5/f/9M3xcRpkbvYdPfZ/jgpXspUayAE9XdTfzNy6w5uolVRzdy8eYlWlRsTKvgcLat2pzraQVHTE3klemN3H4ORx0HA6aAHZoKc4ftfkBhYJ/1h3BG2+jYp7EJEeH//u//WLx4McuWLaNcuaxzom8lpzBhxlYuXL7J4L7GzdrYS0bpPnunb+a7id/SOCgUD6V7FqfH0TmAlXIT3DKxWQKIBHqIiM1X+pRS8uyzzxIcHAyAv78/YWFhaZdUU2+x1uvmWY/ZcpzYhLKMeKkZe3dtcrkegGoNarLy6AZ+WTiLXdFbaPTGfRyf8zcPdHwApRR1G9cHYPemXQBZrosISxcvpcJjtdn99Tq6P/s49ZqE2Lw/QJ1G9Rg/fBy+dfy4vvYsG39bh1LKFOfP1vWbSTeZsXAW4z4bT52Xm9p1PP/auJPZU2dS9+VmXIuO5d2+b6KUssl/TEwMERERAAQHBzN8+HDDpoDtSYXJJve5F5b2csdEZEYm++sBoCZHjB49ms2bNzNnToa/KW4jJUWYNH8n+45dZPgLzfArYly6TE7J6CaT8ztjKV7In8r3VOfRuh1pEhSmB4JWHD0A/B5Lz8v1QJSIbMqlOC8gChgmIhtzuK/Lg6AZ8pvMosNWDdGrDzNn+UFGvNiMCqUzv8vLaB13Mm/hfCZu/JGAemU4t/MkjYNCadSySY5sbF65kU0ndyCeoJLJlY3AkPKc3n6Mwr6FafefdtQIqEy1EpWpUqKiTfmLzvpOpEgKsZfPcOD8Ecty4R9OXzlLwr7LnLt+3u5jcftxOM4jdTvQ7+lX7dJothzArHKfU6/6KaU+Bt7LKMjpHEDX2neGDyPsJyQkpN0Qkp19EWHar3tZvSOWD166l8DiOS/RYsRnSH+TydmTZyhVvrT1JpPKdH/hSWbvjibxViKP1O1As6B7MmxhaivueI7vxJ7Yl1UdwOeUJduyGfCoUmo0cABYiKURekIO9XUHGgNjrUmcA0RkXQ5taNyITi2qULCAFwO/XsOQ55tSLSjzqWNnISJ8PyuCEp3KAlCyfjl2R+9kzH9H2JxcLCJMHfMdJTuV49ye2FzbACgdWoFLC48R3rsBBy/8w/rj8zh+KZayRUtRPaBy2lK2aKnbfvE6og9nZmUWLidc5eD5I+y3DvgOXThKUZ/CVA+oTLWAYNpWaU5Fv3I83Ke73cfi7uMQxORp30MVX3o37OH2PaDvmOlIy30GUEp1BkKAJJf/wtXkKbK7Gzg9qf2DixTypv/EVYx46V7KBxYxUJ1tpL+TOKMBVIOy9dhx+m/m7I5m9l/RPFKnA80rNsLTw9PJSt2XLOt1WIPSWuuCUqoq0BUoCGR/ffl2WzOADKc53AFXX3VLxQw60muYNGkSHh4evPDCCxlu27ZRRQr6ejHs23W837sJdSoHGKLDVhYsWkBisCeF0xVITQz2JCo6yubcs/Q2StUtD5ArG6k6pEoBLvx1ij4P9bDYTE7in4vHOXjhH7af3sOc3dFcS7xOtYBgyyCsRGX2rd/Njri/c+Q7bhciwQAAIABJREFUIy0LNi2h3C8VqHRP1bSre1cSrlK1RCWqB1SmY422VC8RfFe9rsiFkbk6Fhkdh/JhlTi+9TDvnP2AJ+p3pW2Ve102zeOoVBhr7nOgiOxJfU1EFmL5QZ0lvXv3Niz9JfU1o9IF3N1+6np6X3nVfrfW1Ti4ezN93/2KiR++SLUgf5eml2S3rpQift9Z2nk2ouQ9ZZmzO5pPZ0ykVXA4rz3+X7w8PE2l19HrMXekv9iD028CsQczTAFrMubgwYO0bNmSb7/9loceeijT7bbuO8v46Vt4q+c9NKgRyJDhIxkxdKDTC3vaW7vKLDbib17m4Pl/rNOwh5k+bir1n2nK7p830ubFB3N8PEWEmMm/UvfpJuydvpnXBvWjeskq1AioTLlipbMdeOX2WGS1/0tvvMy3m6fh6eHJi42eIsivbLb2DLgJJNepMPbmPlv31bFPk2uSk5NZv349zZs3z3bbtTtj+WruDvr3aky9qiWdoM5x7D67nzm7o4m7doGH6zxIq0rheHkaV5fWTNgV+0TE9ItFpmtZvny5qyWIiDl03Klh/fr1UrJkSdmwYUOW++0+HCdPD1kioz+bKnWbPSzzFyxyqA5X4EoN86Pmy/2DHpbWgztLu4HdJGLOT3LmalyOlojZP0q7Qd2k+y//lfsHPSyRCyPt1mPEsUhOTpZf98dI3/nvyIydkZKQlJDl9tZY4ej4o4B7seTv/QF8A3QCfG3Y1wtYDDSx03eujl92GP39dXf7zvDhDPtHjhyRsmXLyuTJk23aZ/u+s/LUkMWycfcpm30YSU7t7zm7Xz5Y/pm8EvW+LDuwUhJvJTrUfk5xxvfUntinb5/R5Jrw8HCmTJlC165dOXjwYKbb1akcwNDnw/nup7kEN+3FpIhZqf/kNDlExNKH079uKQCK1yvNrMjZBBYqQanCATYtgYVKMGvBHIrXtdxl51+3FJNn/mCqc+Lh4cED1Vvz8QMDib18lneWfsjO038DzqsdaI2va0Wkv4i0Az4GagKdbdg9fe5zjFLq7lY6Go3BBAcHs2LFCkaOHMmYMWOy3T60RiCD+4bz+aztxGw9ke32ZqN2YHUGtXmD/zV7js2xO3gjeii/HoghMTnJ1dJMRbZTwEqpkSIyUCnVBfgC+FpERjtF3b8axEz/lDQZM3nyZKZPn35X3kl65i9YxIQZW/ErH8r5Y9t468l7eOwRW/6PatJjax9Oo204my2xu/hhyy/UCqxGQGxBxkwdf1vtQLPdBZxbdOzTOJITJ07Qvn17OnfuzOjRo7NNGTl66jJDv11H93Y16NS8spNUOp6D5/9h7p7FHL54jK612tOuSgt8vXyAvNNr2KhOIE2tj92B6tj2q1eTD3nxxReJisq8UruIMHnqbIqVs9TLK1EhjCEf/8DZC9edJTHPcFtHFOviF+fL+i22V1hyhA1nc0+5+nzy4GCK+Rblgx/GUOPJhqa7aqnRmJWgoCBWrlzJ8uXLGT9+fLbbVypbjNGvtmDBikPM/G2f2/6dVQsI5v9avsL/tXiFPWcP8Hr0YBbu/Z2btxLSboKLyoddRmy5ArgBeApLI/SXlFIrRKS1U9T9q8Hlv4LT32mW33XYq2H+gkV8+stWipX7t7PWhWPbKODrxafD/0v9HCYcu/OxyGsanK0jcmEkX26cSol6ZW67aqmvAOYMo8+Zu9t3hg9X2L9y5QrJyclZdnVKz4XLNxk6eR2h1QPp27kuHh63/4m52zE6Gn+CuXuWsOfMfnZP24hPHT+37jUMxl0BnAB8AnyqlCoI7LJHnEazYdM2AjzP4HPmt7SltO85gv2uMfanzSxYechtf2FqnEdq/qMzcxeVUiOtj12UUkeVUv0Nc6bRGEzRokVtHvwBlChWgFGvNGff0Qt8Pmsbyckp2e9kYir5B/HWvS/QNLEOvjX8UMD1ipYmAfkJm8rAKKUCgWDgiOSgDZKjMMMVQI2xnD5/jVERm6hQuiiv9QilgE/+uHVfk3Oyyl3s1rmbIVcAlVJ/iEg7pdRPwHPAchHJvqZG7v3q2KcxDTcTbvFRxEYK+HrxzlP34OPtvkWXRe7uNbx72kYmffE1zSs1drsWc4ZcAVRKvQ4sBd4Aliml3rBTnyYfMn78eH744YdstysTUJgxr7dAecC7n6/i9PlrTlCncUdclLtYRClVDbguIonALSOdaTTOJikpiXPnzmW5TQFfLwY/1xQPD8WI79dz/WYSIsLgYR+63exNahF6la4IfdnQinwx7Rv6LxvF9lN73O4z5RRbhrjPYKlh9QzQBHjaWEnmJKs7W52JGXTkREOnTp14//33WbJkSbbbFvDx4q0nG9I+vBLvfr6KLXvPOEyHUWgN/+IsHaOGjmTO1zOY/dX0tGXO1zNsLsJtJ3kyFcboc+bu9p3hwyz2o6OjadasGUeOHMlyO28vD959uhFlAgozeNJaZsxawM+zl7Jg4WIHqM0YI45R+h+SZ6bvR1Zcovj5glS9VZZH63ZkyraZjIj5lIPn/8m1L7PE6DuxZZ7tEOCD5RevD5Z+wA7FWhsrHHgU6CAiVx3tQ+Maatasyfz58+nSpQtLliyhUaNGWW6vlKJzyypULleMj3/eTKfmVejerrpb356vcX9E5Bel1B9YUmEKi8hrLpak0TiUbt26ceLECVq1asWvv/5K3bp1M93W00Px6mOhRCzazYiRn1KmzgNMiphF184d3SZWZ9druFG5EJYfWcvHa76hZkBVngjpQrmipclL2HIX8BYgCNgL1AKOAvEAItLeZkdKhWP5FZ0CbBKRN+94vwDwoYi8k8G+Og/GzYmMjOSVV15h9erVVKlSxaZ9zl+6waiITZTwK0C/JxpQqIC3wSo17o5RdwFbU2H6ALuBukCEiHzuaD8Z+NWxT+NUpk2bxttvv01UVBRNmjTJctv5CxbxybQtFK8QxoXj23jnqUY83DXzlqDuSMKtRBbv/5NF+36naYWGPFa3E8UL+rla1l3YE/tsGQBWyuw9yUGTdKVUGSBeRG4qpaZhaatUFfASkTlKqaew3GSyNoN9dRDMA3z11VcsXLjQpungVJJuJTNp/i52Hz7P+72bUKF0UQMVatwdAweAG4F7ReSWUsoLWCsiWf93dIxfHfs0TmfhwoX07duXxYsX07hx4wy3ERE6Ptobz+CH026iOLrxJ1ZE/0wJv4JOVmw8VxKuMv/vpcQcWUf7ai3pUrM9hXzM8zkNuQnEOsirCzwAnACKisjRnAz+rHZOi8hN62oSkCwikSIyx/pas4wGf2bBLHP4ZtBhr4ZXXnmFOXPmZL9hOry9PHmtexjdWlej/8TVrNt1CrAEn2d6P+fyJF13Ph+Oxiw6DCI1FQYMSoVxBWbJPzOrfWf4MKP9zp07Ex0dTe3atTPdJjIqmuu+VVFKEXd8F0opipWtz2OvfML6v07lQvHdmOEYFfUtQq+wRxnb/n0uXL/E/xYPZdG+P0iyob2cWWNjtjmASqmvgJtACxGZrJSaAPzHXodKqRAgUET2pH89u5ya3r17ExwcDIC/vz9hYWFpc/apB9fI9e3btzvVn5nXt2/fbvf+hQsXtsu/LzDkuXBG/7iZhYuX4Zt0ktWb9rNg4WL8ixU21fFxp/PhyPVUnOk/JiaGiIgIgLT4YBA1gCNKqbRUGKXUMshZKoxG4y5kN/2bWtdVnfkN74sn8fE5TWlfoWRxP75b8Beb9pzh+a71KOibt0p6lSxcglfCe3Es/iTTdy1gyf4/6VGvMy0rNcHDw81Kx9gwBfyniLRVSi0XkftS1+1yplQJIBLoISKnc7CfngbRAHDxyk1GT93E4hkTqBTei+Qj81k8L8JtEo81xmLgFLBDUmHs8Ktjn8btuH4zicmRu9hz5AJv9WxIrUolXC3JMP4+d4BpOyK5eSuBniHdaFC2rkv+HxnVCcRDKVUUEKVUIcCuaGTNm/kZeCcngz+NJj3FixagSfl4ipUPRSnFRRXM64O/5u8jF0hJ0f8oNcbgqFQYjcadSUxMtCntplABb/o90ZBnO9Vh5A8bmb50r9t3D8mM2oHV+aDdOzxevzM/7ZjLsOUT2B93OO19EWHIh0Ndnq6UEbYMAIcAK4Aw6+NwO311BxoDY5VSMdbSL26DWebwzaDDkRpGjBjB1KlTbd5eRPjupzkUDwol7vguSgY3YMPaGL6YvY2+Hy7j2wW72PuP8waDee185Aaz6DACayrM/cDzIpKMpaJBbm1WU0oNVUq9nGuBdmL0OXN3+87w4U72Bw0axGuvvUZKyu2Ducx8NA8px6dvtWbvPxf4vy9XExtnX4U3sx8jpRSNy4cy7oFBtA4OZ8La7xi3ZhInL59mwaIFTFsyk6joKMeIzQB7B5e2DAAPiEhDoIaINMZSDibHiMgMEQkUkTbWZZ09djR5i+7du/Pee++xbNkym7ZPn3gMlj+8QqXq0b7WTYa/2IzCBbz5fNY2nhv5G98t+Iu9Ry+Y8peXxu2oJSJvAaktamzqgaWUCldKrVVKrbbmT6enDxCHnbMqGo2zGThwIH/99RfPPPMMSUnZ3/wAEOBXkGEvNKN1wyDe/XwVS9cfzbMx2dPDk7ZVmvNZx2FUL1GZwX+M48MpHxPUrgaTZn5/18DZUSxYtMCu/WzOAUy3PktEetjlzU50HkzeZvXq1TzyyCMsXbqUBg0aZLlt/0EfsP+f0yj+TXUQhBrBZRj94eC0146evszq7bGs3nGShKRkmoeUo0VoOWpULJ5WsmDI8JGMGDpQ5w/mIQzMAYwBOgMLgIeAhSLSzob9Mi1/BbQEPsQyEJwuIicy2F/HPo2puHHjBj169EBEmDVrFoUKFbJ536OnLzN+2lYCixfk9R5h+BXxNVCp6/ll/kwmbZ5GYEh5Tm8/BkpRqWFVvD298bEu6Z/7eHrj7ZH63AdvT6/bHn3SHq3beXnjpbx45+13iJm5zHF1AJVSLYFWQF/ge+vL3kB7ZzRBv0OLDoJ5nLlz5/LGG2+wZs0ah97NKSIcO32FVTtOsnp7LEm3krk3pBwJ53bz1fcz+bD/c3Tr0slh/jSuxcABYCvgUyydQA4Bb4vIyhzaiADGplZAUEo1BjoBxYD3ROSu/sI69mnMSFJSEn369OHYsWMsWrSIYsWK2b7vrWSm/bqX5VuO83qPBjSqnbe6a6QiIjzUqxuFOpVNu+hwLTqWud/PJEmSSUxOJCn51m2PiclJaUtS6mNK6muJJN6xfVLyLXas2cqxS7GsHLUo57FPRDJcgFDgWWCH9fFZ4EmgYmb7GLVYZLqW5cuXu1qCiJhDh1EaPv/8c3nkkUcM05GSkiJHYi/Jj9G7pWaTrtLpzfkS2vJRWbb+iJyKuyopKSk5VJy3z0dOMYMOa6wwIgaVtT6WtD6WyuH+IUC0HX4NOEr/YvQ5c3f7zvDhrvaTk5Pliy++kBs3btjlY+fBc9Lng6Xy1ZztciMhKctt3fEYzY+aL/cPeli6//JfaT24s3T/5b9y/6CHJXJhpMN8pKSkSMenu8hjM16yK/ZlWqBHRHZYB39TAZRSwViuGB7L0QhTo7GR119/neeff94w+0opgssWY9vGw5Su0hClFIXL1GP6rCiSi9bAy8uD+lVLWpZqJSldwvapDU2eZxrQVkTirOtfAjalwljLX9m8/Z0YWQPV6BqS7m4/xgk1YN3VvoeHB/Xq1WP9+vWkkpP961ctSffGHkStXE+/A3G8/VRDTh7akeH29tjPyboR9jds3UTijnjO7LwEgMRdIvFEPDOPz6brQ11zbT8mJoYRH4zg73MHKXHjJPaQ1RTwT8DrIhKvlHoDS57KFWCxiIy2y5ud6GkQjaOQDNoXJf8zn+g5U4iNu8auQ+fZdTCOXYfi8PHyoJ51QBhSrSSl7hgQis4jNB2OngLObSqMtfxVFDBMRDba4V/HPk2eZ+W2E0yO3EWXllV5tG11PD10PLWFAcMHcuD0YZRSzPl6hkNzAFeKSCvr80NYpoSvAattCXyORAdBjaOYv2ARn/6ylWLlQtNeu3xyB2/2vOe2XEAR4cTZq/x1KM4yKDwUh4+3J/WrBqRdIVyz8k8Gj/lB5xGaCAMGgKFYSmC9BYy3vpwIrLFlNkQp9STwObDb+tIAyUEFBB37NPmFcxdv8OkvW0m6lcJbPRtSJqCwqyW5FY4uBK2sRmsBR0XkqjUS3ZWonB9wRr0pWzCDDjNoAPt0pLYv8jnzW9oS4HWG9Ru33radUooKpYvS4d7KvPdMI34c+gDDnm9KjYrF2fz3Gd6asIL+I7+jaPmGfDA+grl/7mflthPsOXKesxevc8vGoqciwuBhH+aqLII7nw+zIyI7RGSqiISKyFQstVDX25oKIyYvf2X0OXN3+87w4e727/TRs2dPu3wGFi/IBy/dy70hZXn7s5X8selYWq6a0X3f88I5sIesmvTtVkp9C1QHIgCsHUFsqn+l0TiC9957j7CwMHr27OkQe+lLxeSE1AFhhdJF6XhvZeZFLuTY/oYkpUCBwLrELP+D8tUbERd/g/PxN4i/mkCxwr4E+hekpH9BAvwLpD0v6V+Qkn4FKV6sAFELo5m/bCv3NFysryKakMxSYZRSTk+F0Wjcgeeee47u3bvzww8/0Llz5xzt6+Gh6Na6GqHVA/lk2hY27jlNpQKxaX3fdYx0LFlNASssbY+uicgq62tlgSAR2eQ8iXoaJD+ze/du2rZty/Tp02nXLtuya04hszzCxXP/7UmcnJzChcsJxMXfIO7SDcvjHc8vXU1gz4op1GjRm9gt0xgyYhRBpYoSVKoIgcUL2ZQH44g8xLyUy2jAFLBLU2F07NO4Ixs3bqRLly6MGzeOp59+2i4biUnJ/Lh4D2NHDqJGiz53xVjN7dgT+7K6C1iAX+947RRwyj55Gk3OqVu3LrNmzaJ79+78/vvvhISEuFpSWjeSYum6kVz3qXrbL1RPTw8CixcksHjBTO3MmbeQz49b7kYuWLouvy1dSolKDTh57iqXriRQpmRhygcWIahUEcqVtDyWL1WEooV8btOS2yuIjrCRW0w8CL0rFca6ni9TYTQaW2jSpAl//vknDzzwAPHx8bz22ms5tuHj7UkARyld+R6UUsR7VGbarEiefvxhAxTnT2xpBWc4SqluSqnBSqlvlVKmnGI2yxy+GXQ4W0Pr1q354osv6NSpE8eO/Zt65apjkT6P8NLOiEzzCLNCRPj+5zkUK2cZ0BYPCuPw3o2MeLEZPwxqz7QPOvDOU/fQMqw8Pt6e7DhwjkmRu3juw994asgS3vtiFZ/9spXRn/9E0fINGTfxZ1bvOMmanbE5WlbvOMknX00juGkvPp88g4uXb9rVRzm3eTqpg9AFCxfnyGdu8ydtIDUV5hvgR8hbqTDunvukcwBdbz8zH3Xq1GHVqlXs3bvXrhZoIsLkqbPxKx9C3PFdBFQMY/i4CBavPeLwXu954RzYQ1Y5gA5FKRWOpYF6CrBJRN5M9/YNIAC4IZZG6xrNbTz++OOcPHmS999/n59//tmlWtLnEcbExKTVaMoJ2V1FLODjReVyflQu53fbfiLCxSsJnDx7ldnzovAsUQdRkFy0JpMjZlMr9N4c6fh7xxpSita0+PetysMvfUzxCqH4F/GleLEClLAulufW14oWoIRfAfyK+KZNU0dGRd+Vp5OSIly/mcTVG0lcvZ7E1RuJ6Z4ncfW6Zf3K9USmTf6B4Ka9GDz2B47dKEfxYgXwK+JD8SIF8C/qm7YUKeiddoXQSVcuX+aOVBigCPBm5rtoNBqA4OBgvvzyS7v2zShGlq1yD9/+OJuYLc14tXsolcrY3oFEczfZ9gJ2mKOse2KWxfIL+y1gioicvWNfnQejASAhIQFfX/fvH2lrT+PMsCUP0V4bC2Z+T/yVRC5cucnFyze5cDmBC5dTn9/konX9yvVEihX2wb+oL8vnfUGl8F4cWjuVex96mWs3b3Ej4RYFfTwpXMiHIgW9LUshb4oU9En33JttG1eyZN1R/INCuXh8O+0aV6RW6L1cuppA/JUE4q8mEH/lJvFXE0lIvEWxwr74FfFJ85n+cxvVCs5V6Ninya9kFiOrVypNq47PMH3pXjo0C6bH/TXw8c4TF+RzhT2xz2kDwNuc3t0T8ymgClAKeEtEku7YXgdBjSYdttYzNNLGreQULl1NYNacKKYt20fxoFDiT2ynb+d6PPZIZwoV8M72RpacDmSTbiUTfyWROfP+9Zlesx4AajT5g/OXbjBp/i6OnrrMq91DCakW6GpJLsXRdQANQSkVAgSmDv4ARGSaiHwgIq/fOfhLpXfv3gwbNoxhw4bx6aef3janHhMTY/j6p59+6lR/ma2nPneVf8Alxz+j9TuPiSv0uOp8zJ4zLy0P8WjMx1zaGZGWh2irvdRcxks7I27LZZw1e65N+3t5elCiWAGmRPxAcooHccd34Vc+lK8nTWbzhjVpg7+s9ERGRRMb78H5E38BliAWG+/ByI9GZ7i9t5cnf21fz5SIH/C35gYd2hnDq6+9wdChQ9HkjPTnRdt3jQ93t59TH9evX+ett97iypUrubIf4FeQ93s3oW/nukyYsY3PftnG5WuJNtvMzr4jccY5sAenXgG09sSMBHqIyOkc7OfyX8ExduZ65UUdZtCQqqN169YuvWvUDMfClRrSX0WMO76LkhXq5+gqoj1T4VlduXy460P6CmAOMPq74+72neHD3e3n1EdycjKvvvoqW7ZsYcmSJZQsWTLX9q/fTOLnX/eyavtJ+nauS5uGQTn6v5AXzoGpp4Bz0xPTDANAjTl55ZVXaN26NY8//rirpeRLcpvL6GifY0YO0QNAjcbkiAjvv/8+CxYsYNmyZQQFBTnE7v5jF/ly9nb8ivjyyqOhlC2Zf9rJmX0AaHdPTB0ENZmxc+dO7r//fmbNmuXyK3Ea16NzADUa9+Hjjz9m4sSJ/Pbbb1SvXt0hNm8lpxC18hBz/jzII/dVo1vrqnh5mqLinaGYOgfQ7D0xs8Msc/hm0GEGDWDRERISwi+//MLjjz/OX3/95RINrsYMGsA8OjS24+65T2bLb8uP9nPj491332XQoEF88cUXDrPv5enBI/dVZ3y/Vuw6GMebE1aw7+gFh9m3B7PGRqfVAdRojKJt27ZMmDCBjh07snbtWodNJ2g0Go3GWJ5//nlDirmXCSjMsBeasnLbSUZO2UjzkHI807E2hQp4O9yXu+KSMjA5RU+DaGxh7NixHDp0iEmTJrlaisZF6ClgjUZzJ1euJzJl4W627TvLiw+H0Kx+WVdLcjimzgHMDToIamxBRLh16xbe3voXXn7FnQaASqlmQDjwKNAhtc/wHdvo2KfROIhdh+KYOHsHFUoX4aWHQyjpX9DwPuTO6nNu6hxAd8csc/hm0GEGDXC3DqWU0wd/ZjgWZtAA5tFhJpRS4UqptUqp1UqpCenfs+ZBfwNsyGjw5wzcPffJzPlt+cW+ET4uXbrEzJkzHW6/ftWSfPFOGyqX8+N/42NYtPow8xYs4ufZS3PUhzwnREZFG2o/N+gcQI1GozGOo0Db1BaYSqn6WFtgisgcLFf/5rlUoUZjMi5evMiAAQM4dOgQAwYMcKhtby9Pej5Qi5Zh5fly9nYWTptCmToPMG7iz5QKbuDQq3QiwidfTaNMnQf4bNIM2tzXDr8ivi6tXZsePQWsydOIiGn+2DTGY+Yp4DtbYFpf+1JEXstiHx37NPmS2NhY2rdvT4cOHRg7dqwhcXxe5ELGT99K8QphxB3dRtUgP2qF3Osw+3t3rOXwyUsEVGrAuX+2UsDHk4CKDQjwL0hJv4KU9C9ASf+CaUugf0EC/ApStJB3jj6viODh4ZHj2KevAGryNH369KFz5848+uijrpaiycdk1AITIKvBXyq9e/cmODgYAH9/f8LCwtJqXqZOjel1vZ7X1suVK8dHH31E//79uXjxIpMmTWLVqlUOsy8ijP7kSzzLtAQgoGIY+zd9zXNdw7jvvvscYj+81ZA0+yUrNeDspq8Z0Ode6oaFcz7+Jr//8ScHYxO4XCmEjbtPs2PLOi5dS6REUD1K+hXg6pm/8SviS7N7WxLgX5Bj+7fiV8SXhzr8h00b1jB16lQAbty0rwWevgJoIzEmaPllFh1m0GCrju3bt9O+fXvmzp1Ly5YtXaLBaMygwSw6zHgF0N4WmNZ9dSs4F9p3hg93t2+0j6tXr9K6dWtefPFFXnrpJYfZzW0bSyPt30i4RVz8jX+XSzfTPbc8pqQIJf0LElCsANEzJrB91Vx9BVCjSU9YWBjTpk3jscceIyYmhtq1a7takiYfYW2B+TPwTk4HfxqNBooUKcKoUaNo166dQ+1u2LSNAM8zqDO/4X3xJD4+pwnwEtZv3OqQAWBu7Bf09aJC6aJUKF00022u30wiLv4Gs+ctpHCZ+sDcHGs0xRVApVRnIATwFZEhGbzv8iuAGvfmxx9/ZMiQIaxdu5Zy5cq5Wo7GIMx2BTA3LTCt++vYp9FoMkRE6PhobzyDHyZ6wsPmLQOTVTkEoA0wBiiilMp7FRo1LqdXr168+OKLjBs3ztVSNPkId2+BqdFozEtkVDTXfavafYOMM+sAppZDaAGUUkrVV0p1U0o9BnwLvAFUAG45UZPNpCZ3uhoz6DCDBsi5jgEDBvDxxx+7VIMRmEEDmEeHxnaMPmfubt8ZPtzdvjN8ZGT/3LlzHD582DD7jsQo+6nTzD5nfrNrf6flAN6R/5IEJItIJIC1NpYCVorIOWdp0uQvlFJ4enq6WoZGo9FocklMTAxvvvkmS5YsoX79+q6W4xJGfzg47bmaNjHH+zs9B9BaDmGUiNicZanzYDQajS2YLQcwt+jYp9FkzowZM+jXrx8LFiygadOmrpbjUuyJfU69C9haDuFLoEdO99W1sPS6EespKSmsXLnSNHr0es7WY2JiiIiIAEiLDxqNJn/w5JPq3lrOAAAgAElEQVRP4ufnR+fOnZk+fTr/+c9/XC3JvRARpyxYBpuLgSZ27CuuZvny5a6WICLm0GEGDSKO0fHYY4/J/PnzXaoht5hBg4g5dFhjhdPimtGL0bHP6HPm7vad4cPd7TvDR3b2V65cKYGBgbJt2zZD7OcWZ5wDe2KfM68AdgcaA2Otd6zkqByCRmME/fv358EHH6RUqVLce6/jWgBpNBqNxjm0bNmSDRs2UKlSJVdLcStMUQcwO3QejMZIlixZQp8+fVixYgU1a9Z0tRxNLtA5gBqNJj9iT+xzZhkYjcaUdOjQgVGjRtGhQwdOn9bNGjQajUaT99EDQBtJTTx3NWbQYQYN4Fgdffr0oXfv3nz55Zcu02AvZtAA5tGhsR2jz5m723eGD3e37wwf9to/f/48ycnJhtm3FbPGRt0LWKOxMnjwYPR0m0aj0eQN3n//fS5dusSPP/6Ij4+Pq+WYDp0DqNFo8gw6B1Cj0aRy48YNHn/8cZKSkpg7dy6FChVytSTD0DmAGo1Go9FoNEDBggWZO3cugYGBtG/fnvj4eFdLMhV6AGgjZpnDN4MOM2gA5+jILn/EDMfCDBrAPDo0tuPuuU/5Ob/NLPad4SM39r29vYmIiKBhw4a0adOGK1euONS+LZg1NuoBoEaTBZ07d2bhwoWulqHRaDQaO/Hw8OCzzz5j1KhRFClSxNVyTIPOAdRosmDjxo106tSJRYsWER4e7mo5mmxwpxxApVQ3oD5QEfiviNx1uVnHPo1GYws6B1CjcTBNmjRhypQpdOvWjQMHDrhajsbNUEqFK6XWKqVWK6Um3PH2DSAAuJHR4E+j0WiMRA8AbcQsc/hm0GEGDeA8HQ899BAjRoygQ4cOnD171iUassIMGsA8OkzGUaCtiLQASiml6iuluimlHgNqAO8CJ5VSpVwhzt1zn/J7fpsZ7DvDh5H2b9265db6c4NLBoBKqRClVKRSqpZSqrFSarhS6gNXaNFobOGFF16gZ8+e/PDDD66WonEjROS0iNy0riYBySISKSJzgAtAfyAIuOgqjRpNfkVEaNWqFatXr3a1FJdgWA6gUiocmACkAJtE5M073u8NrAeeAQYBrwFzRORUBrZ0HozG5aR+B5VyixSzfIlZcwCVUiHAKBHplMP95NlnnyU4OBgAf39/wsLCaNOmDfDvlQW9rtf1un3r+/btY9iwYYwZM4aKFSu6XI+t6zExMURERAAQHBzM8OHDcxz7jBwAlgHiReSmUmoaMBqoCniJyBw9ANRoNI7GjANApVQJIBLoISI5ajatY59GYzx79+6lffv2vP322/zvf/9ztRy7MNVNIFlNfSilKgHtgV5AFDAECMxo8GcWUkfersYMOsygAcyhQ2v4F7PoMBNKKS/gZ+CdnA7+nIHR58zd7TvDh7vbd4YPo+2fPn2aVatWMXHiRIYOHerwlqBmjY2G9wK2Tn0Eisie1NdE5CjQM91mG4zWodEYgS2NxjX5mu5AY2CsNXVggIisc60kjUZzJ5UqVWL16tXMnj0736T5GFoHMDdTH3fY0Xkwet10661bt+a+++7jwQcfpGnTpi7Xkx/XYxyQB2Nm9BSwRqOxBXumgI3MAfTCMr07TEQ25tKWDoIaU7Ju3Tq6dOnCkiVLaNSokavl5HvMmAOYG3Ts02g0tmCqHEBun/qIUUo1M9CX4aRedXA1ZtBhBg1gDh0JCQl89913dOnShcOHD7tEgxmOA5hHh8Z2jD5n7m7fGT7c3b4zfGj7xmDkTSAzRCRQRNpYF533osmTdO3alcGDB/Pggw9y7tw5V8vRaDQajYOIi4uja9eueTK2617AGo2DeP/99ylbtiyvv/66q6XkW/QUsEajcSQiwpAhQ5g9ezbLli1LqxVoNkyVA+hIdBDUuAMikm/uHjMregCo0WiMYPz48Xz22WcsW7aMmjVrulrOXZgtBzBPYZY5fDPoMIMGMIeO9BpcNfgzw3EA8+jQ2I675z7p/DbX23eGDzPYf+uttxg6dCht2rRh69atDrfvCgyvA6jRaDQajUbj7vTt2xd/f39WrlxJw4YNXS0n1+gpYI3GQJKSkvD29na1jHyDngLWaDT5ET0FrNGYCBGhZcuWLFu2zNVSNBqNRqO5DT0AtBGzzOGbQYcZNIA5dGSlQSnFJ598wtNPP822bdtcosGZmEWHxnbMkFtlZvvO8OHu9p3hQ9s3Bj0A1GgMpHnz5nzzzTd07tyZf/75x9VyNBqNRuNg9u/fzyeffIK7pWvoHECNxgl88cUXTJw4kTVr1hAQEOBqOXkWnQOo0WiczalTp3jggQe4//77GTduHB4ezr+2pusAajQm5r333qNWrVr07dvX1VLyLHoAqNFoXMHFixfp1KkTNWvW5Ntvv8XLy7lFVtzmJhClVIhSKlIpVSv9c1dosRWzzOGbQYcZNIA5dOREw5gxYwwZ/JnhOIB5dLgLSqnOSqmBSqkRrtLg7rlPOr/N9fad4cMd7BcvXpzffvuN2NhYevTowc2bNx1q3wgMGwAqpcKVUmuVUquVUhPSvyciO4HIO5+bme3bt7taAmAOHWbQAObQkRMNRhWKNsNxAPPoMBNZxUGgDTAGKKKUKut8dcafM3e37wwf7m7fGT7cxX7hwoWJiorCy8uLJUuWONy+ozHyGuVRoK2I3FRKTVNK1QeqAl4iMsdAv4YQHx/vagmAOXSYQQOYQ4fW8C9m0WEyMo2DwLfAG0AF4JYrxBl9ztzdvjN8uLt9Z/hwJ/u+vr7MnDnzth/8Zo2Nhg0AReR0utUkIFlEIgGUUpWA9kANpdSkdM+Hi0iCUZo0GrORkJCAr6+vq2VoDCKbOFgfUMBKETnnCn0ajcbxuEtPeMOzFJVSIUCgiOxJfU1EjgI9023W864dTYZZSniYQYcZNIA5dORGQ3JyMuHh4XzyySe0a9fOJRociVl0mJFM4uAuYJfrVBl/ztzdvjN8uLt9Z/jQ9o3B0LuAlVIlsOT39bjjl3BO7ejb4DQajU2Y7S7g3MRBHfs0Go2t5DT2GXYFUCnlBfwMvJObwR+YL6BrNBqNLeQ2DurYp9FojMLIMjDdgcbAWKVUjFKqmYG+NBqNxozoOKjRaEyJWxSC1mg0Go1Go9E4Dt0LWKPRaDQajSaf4TYDQKVUY6XUcKXUBy7U0F4pNUAp9YWrNKTT0kMp9bUL/VdTSg1VSr3sQg3dlFKDlVLfKqU8XeA/fUcbl3w/79Dgsu/nnR19XPH9vONYuPz76SiUUv2sHUMeM8i+ocdKKdXM+hlWKaWKGGDf8DhgVNcWo2OIM7puGR2D7rBfWyn1llLqS6WUQ8YvRseuO/Qb8rdsb+wz5QAwk+r53YBhwFlnVM3PSIOILBORUYC30f6z0qGUagJcBC65SgPQB4gDnJJDkImGG0AAcENEkp3t/44uNoZ/P7PT4KzvZ3Y6nPH9tOF8OPX76Sgy+Z5fwFIoOtfn1ei/5UzOyzrgG2CDiFx1tH0cHAcy8dGGXHZtMTqG2BAfct11y+gYZIP9v7HEluLY8X01OnbZcI5z/bfsyNhnygEg/1bPbwGUUpaCqabQoJTqB0x1sY77gLpAI6VUkIs0FAFmAcVcqKEG8C5wUilVygX+nU22Gpz0/cxOhzO+n9lpcPb301Hc9blE5EcRGQM0VCrXFWaN/lvO7Lw8CszLpe3M7Ds6DmTkwxFdW4yOIc6IUUbHoGzti8gU4A+gmAH2cxu7srTvoL9lh8U+wwtB20NG1fOBBcAQwFNETrlCg1LqFaAJgFJqvTjhDppMOgmMsWooIyInXKEBS2mLV7H8EeaqzE8uNFwA+gOlsPxqc6p/la6jDU74fmanQSl1Bid8P204FsNFJMHI76cNGqbjxO+no8jkc3UGQoCk3J5To/+WM7EP0ExEpuXGdhb2HRoHMvHhTS67thgdQ2yID7nuumV0DLLB/gogFAjG8r11qH5yGbts0L8BqEcu/pYdGvtExLQLlqAXnd81mEWH1uB6/2bRYBYdZtDgjp9L23edD31stH2z+DBMnAM+XAlgJVAmP2swiw6twfX+zaLBLDrMoMEdP5e27zof+tho+2byYYg4B3w4L2Ax8P/snWd4VNXWgN9FgNB7T4BQQ3oINSBNVNAIUoIoICCiInptF72KIl1QuCAKXkRUmoJ0EJDQ4ZMWWiihlyAtoUhvAWZ9P2YyBtJDkpnIfp/nPOTss1c5Z2YW6+xa91H2wVn8MD443r6z+OAsfjiDD9nxvox+x9kwz8bodzYbmeJgBtzgi8A5YI3tCH4UfXAWP4wPjrfvLD44ix/O4EN2vC+j33E2zLMx+p3NhtkJxGAwGAwGg+ERw1mXgTEYDAaDwWAwZBImATQYDAaDwWB4xDAJoMFgMBgMBsMjhkkADQaDwWAwGB4xTAJoMBgMBoPB8IhhEkCDwWAwGAyGRwyTABoMBoPBYDA8YpgE0JBpiIiHiFwUkTUislFEvkmhflMR8U+hzuEUrucTkdkisk5E/hCRkbby7iLyZNrvwmAwGFKPiXuG7EJORztg+MezTVWfABCRlSLio6qRSdRtChwGdj2EvW7ATlUdbLNZDEBVJz2EToPBYEgLJu4ZnB7TAmjIEkQkJ5AXuGo7D7O9IYeLSLAtYHUHPrGVu4hIRxHZJCKrReQ/8XR9ISJrRWRGIqauAwEiUglAVf+yyQwQkS4iUsumf42IHBGR/9quD7Pp3Cgiz2bqwzAYDI8EJu4ZnBnTAmjIbGqJyBqgHBChqn/aytup6nUR8QLGqerjIjIJOKyq00SkOPApUN9Wz8UmlxOYrqr/EZFlIuKrqnvi2fsZKAH8YtPRX1Wnx11U1W1AUxEpD8wARopIS6CoqjYRkXzARhFZrGafRIPBkD5M3DM4PaYF0JDZbFPVpqpaHTgjIi+ISF5gjIj8H/A/oHwiclWAXap6HUBV79nK76pqhO3vP4Hi8YVU9Z6qjlLVYKAxMExE8sSvIyJFsQbMV1T1DOAHNLEF7CWA64N6DQaDIQ2YuGdwekwLoCEruQiUBFoC91S1kYh4Awtt12P5+zt5GPATkbyqelNEcqiqJRGdct+JiAdwRlVv2+zFPnA9D9Y34I9Vdb+tOBJYpqrv2OrkVtX75AwGgyGdmLhncEpMAmjIbOK6QgS4AnQG8gEfi8gKYH28usuBr2xjUZ4HPgfWiMgNYCnwRSrs+QIzRCQWyA0MV9VbIvZ42QEIBIbaymar6lgRaWDzU4GTwEvpv2WDwfCIY+KewekR091vMBgMBoPB8GhhxgAaDAaDwWAwPGKYBNBgMBgMBoPhEcMkgAaDwWAwGAyPGCYBNBgMBoPBYHjEMAmgwWAwGAwGwyOGSQANBoPBYDAYHjFMAmgwGAwGg8HwiGESQIPBYDAYDIZHDJMAGgwGg8FgMDximATQYDAYDAaD4RHDJIAGg8FgMBgMjxgmATQYDAaDwWB4xDAJoBMhIsVFJMJ2RIvIqXjnuTPJ5igRiRSR4ZmhP6sQkaoiEpFIeUMR2Wx7hvtEpJ+I9Iz3XGNFZLft76G2ayoiTePpCLWVtckin6eJyDURyR+vbKzNhyK288kicu5BeZvsMdv97BeRTzPSZ4MhoxCRe/F+hxEi4pFC/SgRKWH7+1oabVUXkSUickhEtovITBEpnX7vHx4R6ZsOme4iMjaVdcuJyOy0e5a5iIiHLZYNiVdWQkTuxN2biAwQkRsiUipenWsP/i0iOUTkaxHZY4vjW0SkUryY/2dcnEzNd+xRI6ejHTD8japeAALB+gMArqnqyPh1REQAUVXLw9qz6eoBFEutPhHJqap3H9Z2ZulLhMlAG1XdIyIugKeq7gUm2uyfBBqp6iXbeU9gN/ACsMam40VgZyb6mBhHgVbADJvfjYHoeNd/BMYBExKRfU9V54tIXmC/iExW1ROZ7rHBkDZuqmpgZhsRkTzAYuB9Vf3NVtYUKAnEZLb9ZOgLfJ5ZylX1NBCaWfofkmNACBD3gtoBiHygznng38B/ktHTESgH+KuqRUTcgeuqWg+sCTNQW1XfykDf/zGYFsBsgK2laK+I/Iz1R1JWRCaIyFZb691n8eqetL097RCRXSJS3Vb+uIjstL0Fbbe1Li0GCgLbba1clURktU1uue3HFNeq9D8RCQc+F5EhIjJJRP4QkeMi0kZE/mt7C1ssIjltcnVEZK2IbBOR3+PeuG1yo0VkK/BWPN9dbPoK2c5FRI7a3g5fsOnfKSKr0/D4SmJLnFT1ni35S4k1QAMRyWnzpQKwJ4nPJsj2trlLROaISOF49zhcRMJF5ICINEiDzwAzsAY3gObAWuBe3EVVXQv8lYKOvIACN9Jo22BwCA+2cInIIonXGp9I/SkSr2VeRH4WkeceqNYJ2BiX/AGo6hrbS2EeEfnJ1nq0Q0SaxfNjrogsFWur4ZfxbFwTa2/BThHZFC+ulbTFgC22o6GtvEA8G7tEpL1Ye1zy2uLxz7Z6XWzxIkJEvrO9+CEiL4vIQVv8bZjEc2gif7dy7RCRgmJtadtjuz4x3vVzItLfVv6BzdddIjLQVpbfFsd32mJux0TsBdrufZeIzBORorbyNSLyhe0+DopIoyQ+uhvAPhGpbTvvCMx8oM6PQEcRKZaEDoCywJm4BgxVPamqF5Opb4iHSQCzDzWA0arqraqngI9UtTYQADwpIt7x6saoak2srVzv28o+AF6zvXE3Bm4BrYGrqhqoqrOBb4GJquoPzAK+iqezLFBfVT+0nVcCmgLtgF+AparqC1iAliLiCowB2qtqLWAaMDiePhdVra2qdhuqeg9YBMQF8AbAQVU9D/QHmqtqANA2Dc/tK+CQLZi/avMrJSxYk8AnbLbmJ1N3GtaWBX/gANAv3jVR1bpYn/1niQknw17AzZZQvog1IUwto8XaNXwCmGJrWTYYnI288ZKSeenU8QPQHcD2W2mA9cU2Pr7AtiTk3wRUVf2w/s4mi7XFEKy9MR0BP6yJSHlbeX5gky0WrQNetZWPwRqj6wDtsfUyYI0Jl1XVzxYnVqnqR9haQFW1s4h42Ww1tMXoe0BnESkLDMSa+D0GxI/z8ekDvGmTbQTcjH9RVXvarj2HtWVtkog8BVQD6trutZaINAZaAqdVNcAW05cmYm8K8B/b/ezGGp/jyGmLe+8+UP4gM4AXbM/1HnD6gevXsCaB7ySjYybQyvYd+q+I1EymruEBTAKYfTiiqlvjnb8oItuB7YAX9weGubZ/twEetr/XA2NE5F9AIVuy9SD1+DvRmII1kMQx64Fu4iW2rtvdAKq63Fa+22bTC/ABVtiSkY+A8vHkf03iPn/l75avF+LVWw9MEWsXbaq/t6raH6gDrAC6kvA/h6SYYbP/AkkkXyJSHMijquttRZOxJtdxJPY5pIX5NvtBwIY0yL1nC/ZlgGdEpG46bBsMmU1cAhSoqml5qbNjawmvJiIlsSZwc9I4pOQxrC9xqOp+4DhQ3XZtpapeVtVbWF/IKtrKY7G+qML9v+0ngLG2eLcQKCQiBWzl4+L5nFgLVXOgFrDFJt8cqIw1Jq9R1XOqGkvScXM9MEpE3gaKJPYMbIntLOBfqnoceMp27MD6/0gNrAnhbqyNCl+ISCNVvfyAnsI2G2ttRemNe0uBJ7k/zj/I10A3ESmY2EVVPQl4Ah9jfXFfKSLNk7FpiIcZA5h9uB73h4hUw/pWVFdVL4nINCBPvLq3bf/ew/YZq+oQEVmIddzFJtuP5Fh67D9gw4I1IBLvPCcgwC5VTaoL4EF9cfwf1rfT4lhbKONa1F7FGgyfxdplXTO1Tf2qehg4LCITgfMiUvjBoJYIG4HvgCuqekREUmPqQRJ8DmlkBrAFa6usptUHVb0qImux/icXng77BkNWc5f7X/DyJFUxHlOALlgTiZcTuR4JNEmHL7fj/R3/N3xHVTWR8hxYe0luxVeSyt+tAJNV9eMHZFM18UxVh4vIYuAZYL2ItMDayxOf8cBcVV0Rz+YwVf0ugTMiQTZdQ0RkpaoOSo0fNlIV91Q1VkS2YR3n54013j9Y55KI/IK1pTYpPbeB34HfRSQGaAOsTIO/jyymBTB7Ugi4ClyxdRG0SElARKqo6i5VHYb1bc8zkWqbgOdtf3fB2r2RXuK6MOva7OcWEZ+UhGyBdQHWrtudcZMzgMqquglrQngRcEuNEyISIn9H4GpYg9PVVPrxEdaB2knVuQDclL/H972EdaxehqCqR7EOkh6fHnkRyYW1e+dIRvlkMGQyUUCgWGd3lsf6/U2JSVi7G0lijO8vWMf0hsQViEhjEfHF+sLZ2VZWHet43wPp9H0Z8K94NuImuCwnXgITN14OuGP7jYI1YQkV26xXESkmIhWBzUATsa4QkQvrZIkE2OL7blX9AutLY40Hrr8JFFTV+Ks9hAE9bK2UiIibiJQSkXLADVWdBozA2gNhx/byfDHe+L6HiXv/xdqVnNx45lHA6ySSTIp1DHY52985AH+srbiGVGBaALMn27EmWHFdFuuTrw5AH9sP1gLswhqsHuRN4EcR+Rjr7LjE3qZThareFpFQ4GuxTqRwwfpjf3CmV2L8irUFrku8stEiUgnrW+syVU1sUoa3WGf1xvEvrAPAR4nITeAO0Cm1M55VNTXdxS8B/xPrjNvDpP2ZJeZzfB/+l5iQiMzC2rJX3Cb/qapOsl0eLdZZ5K5Yg/zCNPpkMDiK9Vh7JvYC+7DGumRR1RgR2UcSY3VV9aaIPAt8JSJfYY0Du7D2onyL9fe7G2vrY3db7EqP728D40RkF9b/W9cBvYAhtvI9WFvFBmLtJp0A7BKR7bZxgJ8Cy2yJzB2sY/o22X7LG4FLQIJlo2y8K9YJLBasMfZ3rOO24+iDNeGMkx+vquNtYw832u73GtaYWxUYISIWmx9vJGKvGzBeRPJhXbEgXf9XqGokKfyfoKrnbWNE30vkcing+3hju8OBVC2TY7AOUne0D4iIPzAI68SG/Y72x2AwGDIbE/cyBlsSshsISsXQDoPBYCPLu4BFpJ6IbBDbUiAAqrqL5GdaGgwGQ7bFxL3MQUSewNpS+I1J/gyGtOGIMYDHgcdV9TGglIj4OcAHg8FgyEpM3MsEVHWFqlaMv5yUwWBIHVmeAKpqdLxZUneAe7bBrk8BXSV167QZDAZDtsHEPYPB4Gw4bBKIbfxLyXiztjo5yheDwWDICkzcMxgMzoJDEkCxbu0ylr+XHEmpvuNnqhgMhmyBqqZrCmdmk9a4Z5Mxsc9gMKSKtMY+R0wCyYl15fU+qhqdUv04VDXTjm7dumWq/qywYfQ73kZ21/9PuAdnJb1xD+DZgaPo2a0pfd76gj1DhhM1ZVqmfw+y+nuXHXxwFj+cwQdn8cP48PeRHhwxCaQD1q25vhTrxtHBDvDBYDAYspJ0x73StRqz8fBtTpzcyEnPp4hZsYqrhw5nnqcGg+GRwBGTQKaraklVbWo7Nma1Dw/i4eGR7W0Y/Y63kd31Z4WNrLgHZ+Rh4p6I4P5ER3x8XIg6dhx9ujOHxnyDJTY2ZeEMwBk+M2fwAZzDD2fwAZzDD+PDw2G2ggOaNm2a7W0Y/Y63kd31Z4WNrLiHfxpXlkzjytF9hB0piJf3DjYdus69MpX4c/qvWWLfGT4zZ/ABnMMPZ/ABnMMP48PDYbaCMxjSgYeHB8ePmy0nHUnFihWJiopytBuZzq9jR3Hr7j3+u/kQq84eo3FABNv21cJ/1WyK169HQc/qjnbRkMGY+GJIjoyKfSYBNBjSwfHjx9M98NaQMaRzv9ZsSZ6cLrxbtypfbrCw6a8b1KocyZ+u7XD9eiw1R48kR+7cjnbRkIGY+GJIjoyKfU6xF3BKiIhmBz8Njw4iYgK0g0nsM7CV/WMywwdj35Xbdxi2fj8lr+zG49JlckflxNfDFY/uXR3opSGjMfHFkBwZFfvMGECDwWDIJhRyzcWHDTw5nd+bmKK5OV9UOPjHTq4eOOho1wwGQzbDJIDAmjVrsr0No985bGQVFy5cIDAwkMDAQMqUKYObm5v9PDaTZoe+//77+Pj48NFHH2WKfkPqKJonN/9p6MUuvLhX8SbHqwUQOWY8927fzhR7zvC7cQYfwHn8yApcXFzsMSUwMNA+5iw8PJzGjRvj6elJzZo16dmzJzdu3EggP3bsWKpWrYqIcP78eXu5qvL2229TtWpV/P392b59OwAREREEBwfj4+ODv78/v/6acJLT22+/TYECBTLnhh9BTAJoMGQgqkq/AUPS3H2TVrnixYsTERFBREQEvXr14r333rOf57aNB1NVLBZLmu8hKf9+/PFHdu/ezfDhw1Mlc/fu3QyxnVn6sjMl87nSv3kQ4VoT1xqX2Ffal6ifZzjaLUMmk1XxBSBv3rz2mBIREYGHhwcxMTF06NCBL774ggMHDrBjxw5atmzJ1atXE8g3bNiQFStWULFixfvKf//9dw4dOsShQ4eYMGECb7zxBgD58uVjypQpREZGsnTpUt59910uXbpkl9u6dSsXL15M030bksckgJjlNR4F/VllY/7Cxcxbtp0Fvy3JErkHOXz4MN7e3nTu3BkfHx/OnDnDa6+9Ru3atfHx8WHQoEH2uu7u7gwYMICaNWvi7+/PwYPWbsRVq1YREBBAYGAgQUFBXL9+nZCQEK5evUpQUBCzZ8/m2LFjNGvWDH9/f5588klOnjwJQJcuXXjjjTeoW7cuffv25dNPP6V79+489thjVKxYkfnz5/Pvf/8bX19fQkJC7Endli1baNKkCbVq1eLpp58mJiYGgMcee4z33nuP2rVrM3bs2Id6Nv80yhTIw6ePB/GHpSY5/a+xZWc0V/btz3A7zrDMhTP4AI73w9HxZdy4cXTr1o3g4L/XMQ8NDaV06dIJ6tasWTPRNfIWLFhA165dERHq16/PpUuXOHPmDNWrV6datWoAlCtXjlKlSnHu3DkA7t27xwcffMCXX40KTaoAACAASURBVH75UP4b7sckgAZDBqGqTJg8C4/6Xflu0sxUv22nVy4p9u/fz3vvvcfevXtxc3Nj+PDhbN26lZ07d7J8+XL27t1rr1u6dGl27NhBz549GTVqFAAjRoxgwoQJREREsG7dOvLkycPChQspWLAgERERhIaG0rt3b3r27MmuXbvo0KED7777rl3nmTNn2LRpkz1YHzt2jDVr1jB37lw6depEy5Yt2bNnDzly5GDp0qXcvn2bd955hzlz5rBt2za6dOlCv3797Pru3bvH1q1b77NhsFK+cD4+eMyfPySIO4/lZ/230zOtK9jgWLI6vty8edPe/du2bVsA9uzZQ61atdJ9DwCnTp2ifPny9nN3d3dOnTp1X53w8HBiY2OpUqUKYO1Obt26NWXLln0o24b7McvAYB3Xkdlvdpltw+h3vI35Cxdzw7UKhUT4Cw/qhw6klEfNFOXOHtsOUolSItzIXYUFvy2hTeuQdPtRpUoVateubT+fPn06P/zwA3fv3uX06dPs3bsXb29vANq1awdArVq1WLLE2jrQsGFD3nnnHTp37kz79u0pUKBAgu7XzZs3s2jRIgC6du16X8LWoUMHcuT4+93ymWeeIWfOnPj5+QHw5JNPAuDn50dUVBT79u0jMjKSJ554ArAmfO7u7nb5jh07pvtZPApUK1mY14OqMnGnC/Xq7yTyx+n4v9E9w/RnxW8zO/jgaD+yOr7EdQFnNWfOnOGll15i8uTJ5MiRg9OnTzNr1qxHavxlVmESQIMhA4h7yy7oYX1TLulRk3tR81g4sn+yazapKs+0n4tLRatcwXL+fDdpJs+1eibdaz3lz5/f/vehQ4cYM2YM4eHhFClShC5dunDr1i37dVdXV8A64Dsuyfv0009p3bo1ixcvpn79+qxcuZJKlSqly358Gzly5LCPT4w7v3v3LqqKv78///d//5cqff8URKQO8CyQQ1X7pVQ/OYIqlOFlcjB5N1iuR+C+K5Ji/j4Z46jB4ThLfPHx8WHbtm0899xzCa61aNGCmJgYateuzcSJE5PU4ebmxokTJ+znJ0+exM3NDYArV64QEhLC0KFDqV+/PgA7duzg8OHDVK1aFYAbN25QtWpVDh82+2E/LKYLmH/G+DOj37E24t7O44KqxHvbzgy51HLlyhUKFixIoUKFOHPmDGFhYSnKHDlyBH9/fz7++GOCgoI4cOBAgjr169dn5syZAEybNo3GjRun20dvb29OnTpFeHg4ALGxsURGRqZbnzMiIvVEZIOI/CEio23FbYABwFkReei+rToVStGuSlm2uwXw28rVGdYV7Awtb87gAzjOD2eJL2+99RaTJ09m8+bN9rK5c+cSExNDWFgYERERySZ/AK1bt2bKlCmoKps2baJw4cKULVuW2NhY2rZtS9euXQkNDbXXDwkJITo6mqioKKKiosiXL59J/jIIkwAaDBnA5i07KO4SQ+6Y5fajeM4YNoVvzxS51BIUFIS3tzc1atSga9euNGzYMEWZkSNH4uvri7+/PwUKFOCpp55KUGfcuHFMmDDBvlzD6NGjE9GUOlxdXZk9ezbvv/8+/v7+1KxZ877/YP4hHAceV9XHgFIi4pcZRh6v4UHTUoXYXr0mM7+bRPEyZTJtWSBD1uEs8aV06dLMmDGDPn364OnpiZeXF2FhYRQsWDBB3a+//hp3d3dOnjyJv78/PXv2BKxDQipXrkzVqlV59dVX+fbbbwGYOXMm69atY9KkSfaxh47ogn6UMDuB8M8Yf2b0Z60Ns1K/48muO4GIyCTgS6AA8DTgoqqfJVE3XbHvh7B1zPljI39uD+du1H72P0SLqjOMv3MGH7LSDxNfDMlhdgIxGAyGbIaI+AMlVXWvqoar6sCkkr+H4aVm9Tn6x0rq9+7L3fyFTCugwWBIgGkBNBjSgXlDdzzZrQVQRIoB84HnVTU6lTLarVs3+3pqRYoUITAw0N4KFTcz8sHzXr3foPLzryF58nPuwG5c94WzbuMm1q5dm2h9c+5c582aNTPxxZAkIsLq1auZNGkSAB4eHgwcODDNsc8pEsCUZsOZBNDgbJgE0PFkpwRQRHICC4EBqhqeBrk0x77Y2FhqBDfk8UHj7c9o4zcDGdi8KSGvvELeYoXT6L0hqzHxxZAc2bYLOCtmw6WVf8I+tEa/c9gwGJKgA1AH+FJE1ohIcEoC6cU/MIAarTrdN/OzfIMnmHHiEIun/MCJzbvSpM8ZfjfO4AM4jx8GQ0bgiHUA42bD3RKRn1M7G85isdy3uKzBYDBkF1R1OjA9K2xduXGTo8vmcmz5vL8Lc7iQr3w1rjbPx9adYZzafZh6PdogJqYaDI8sDu0CTu1sOBHRj/t/xucDBmaxhwZD4pguGseTnbqA00tGDn/5/dAO5hy4yeN3dlDs+mWu7yvGs3064lq0aIboN2QcJr4YkiPbdgHHkdbZcL8unYPFYslCDw0G56ZAgQIJyg4cOEDTpk0JDAzEy8uL1157jbCwMPu6WgUKFMDT05PAwEC6du3KmjVrEJH7Fm+NiIhARBg5cmRW3o4hk3m6Wk2CSt1gVa6aXClQnBJBMUwZ8ivR4Tsc7ZrBCXFxcbHHjcDAQKKiogDrPr2NGzfG09OTmjVr0rNnT27cuJFAfuzYsVStWhUR4fz58/byn3/+GX9/f/z8/GjQoAE7d+60Xxs9ejQ+Pj74+vry4osv3rdrUXxatmxJkSJFePbZZ+8r79y5M56envj6+tKjRw/u3LkDwOXLl2nVqhUBAQH4+Pjw008/Jap33bp1BAUFkTNnTmbPnm0vj4iIIDg4GB8fH/vap3GsXLmSoKAgAgMDeeyxx7LXItWqmuUHUAxYB5RJZX0t6VtO6zduqP3799fRo0fr6tWrNY7Vq1c/1HlG60vsfPTo0Ua/A/XHL8sIfdafTkIsFov2G/yZWiyWRK8nRXrk8ufPn6Dsqaee0vnz59vPd+3add/1Jk2a6JYtW+znq1evVl9fX33yySftZR9++KEGBAToiBEj0nILWQ6gq1ev1m7dumm3bt20f//+cZ+LQ+JaZhxJfc/Si8Vi0b4r5uorC9bqnN+m6aZFn+nYvj/ptgkz1HL3bqIy8b/7jsIZfFDNOj+cNb5ER0drhQoVdMOGDfayWbNmaXR0dIK627dv12PHjmnFihX13Llz9vL169frX3/9paqqS5Ys0bp166qq6smTJ9XDw0Nv3LihqqodOnTQn376KVHfVqxYoQsXLtSQkJD7yhcvXqwWi0UtFou+8MIL+u2336qq6tChQ/XDDz9UVdWzZ89q0aJF9fbt2wn0Hjt2THfu3KkvvfSSzpo1y15+4MABPXjwoKqqnjp1SsuUKaMXL15UVdVq1arp3r17VVV13Lhx2q1bt0R9zkgS+36kJ/Y5IqDlBJYAddMgo6HTX9eqLXz1/45tfthnl4Cs+FFntg2jP2ttJBWg5y2cp/6t6+j83+Ynej0p0iOXWID28/PTrVu3JimTWAIYEhKijRo10ujoaLVYLOrv768fffRRtkgAkyhzeOKWUUdGJ4Cqqjfv3NI3Fs/WbjOW6rQZP+nWZf30f4N+0oUffqW3zp9PUN8Zki9n8EHV8Qmgo+NLv379tF+/fmmy/WACGJ+//vpLy5Urp6rWBNDd3V0vXLigd+7c0ZCQEA0LC0tSb1zsSopRo0Zp3759VVX1888/1zfeeEMtFosePXpUq1Spovfu3UtStlu3bvclgA/i7+9vTwirV6+umzZtstv5+OOPk5TLKDIq9jmiCzhds+FEhJI+bvQdM5CxmyZx487NDHMou+9Da/Q7hw1V5fuZP1H9xSAm/Ppj3H/gmSaXGO+99x6PP/44Tz/9NKNHj+bSpUupkgsNDWXWrFls2LCBoKAgXF1d0+2DwbnJk9OVzxo3IUeem/x85BLHbtWhXoNjXCmbn58/+4Wzm7feV98ZduBwBh/AsX5kdXy5efOmvfu3bdu2AOzZs4datWql+x4e5IcffuDpp58GwM3NjT59+lChQgXKli1L4cKFE92GMjXcuXOHqVOn0rJlS8C6h/G+ffsoV64cfn5+jBkzJt2TSsPDw4mNjaVKlSoATJw4kWeeeQZ3d3emTp3KRx99lC69jiDLZwFrOmfD7Rm/ldjYWKIP/4lfQG0+PD+Ut+q9TI2SVTLBS4Mh7SxYtIBYDxfyi3DV/S5NPmlFmYDyKcpFR/wJ5YX8IsR6uLBw8UKee/a5dPnw8ssv06JFC5YuXcqCBQv47rvv2LlzZ4oJ3fPPP0/Hjh3Zv38/L774Ihs2bEiXfUP2oEyBEvyrrhffSH6+XraKj9o9i1/N1ZwuWZZfftnL4xH78O3xApIzJ59/1p++gwbal5UxOIasji958+bN1L14V69ezQ8//MAff/wBwMWLF1mwYAHHjh2jSJEidOjQgWnTptGlS5c06+7duzeNGzemUaNGAPZx0KtWreLIkSM8+eSTNGrUiEKFCqVJ75kzZ3jppZeYPHmyPYEcPXo0S5YsoV69eowYMYL333//vjHVzowjloFJF3tXbwHgt2Xr+XHJEV7s5MF/N0zgicqP0d7nGXLmcEm37uy2D63R73w24t6yi4RYl7EsHVCeG4vP8OvQb5P9j1NVeXZRG/LZ5Ir4lGLCrz/SOqR1uv/DLVeuHD169KBHjx74+vqm6q29TJky5MqVi+XLlzNmzBiTAD4C1CzrybNVo1nM0/Sf8DMj3n2T8pWWUqxkEZYuL0L0x6O45lOayeMnEBgUREjbNg7z9VHbC/hBnCW++Pj4sG3bNp57LmEC2aJFC2JiYqhdu3aKCdCuXbvo2bMnv//+O8WLFwdgxYoVVKpUiZIlSwLQrl07NmzYQLVq1Xj99dcBGDRoEK1bt05W98CBAzl37hzfffedveynn37io48+QkSoWrUqlSpVYv/+/SxYsIDFixcDpJjsXrlyhZCQEIYOHUr9+vUBOHfuHDt37qRevXoAdOzY0d7qmB3IdotAtXqqIUPeDmHh4uv0rPEGR/6K4rOVI4m+etbRrhkeYeLezuMvvhv3tp0ZckmxdOlS+8y36OhoLly4gJubW6pkBw0axBdffIGLS/pfpgzZi7ZejfEuHo3/i53497BvuFEolCLF7vH0c+eIdK3OpPHzuZ3LlW+GffFQQxMMD4ezxJe33nqLyZMns3nzZnvZ3LlziYmJISwsjIiIiBSTvz///JN27doxdepUqlevbi+vUKECmzZt4saNG6gqK1euxMvLi3r16hEREUFERESKyd/EiRMJCwtj+vTp93XxVqhQgZUrVwIQExPDgQMHqFy5MkOHDrXrTo7Y2Fjatm1L165dCQ0NtZcXLVqUy5cvc/DgQQCWL1+Ol5dXsrqciWyXAAL4VC5On861+OaXfbT36EyjinX5ZOUIVh1dn64g9U8Yf2b0O9bG5u1bKHzeFV172X4UPu/Kpm3J7/qVXjmAGzdu4O7ubj9GjRrFsmXL8PX1JSAggBYtWjBixAjKlCmTqnto0KABbdo4rpXHkPWICO/Ub0eR3Aep3bMbY+bv51bh5yhYpAj1Gu7k3O1o6tUuw9nzl1gyf4HD/HSG1j9wnB+OiC+JUbp0aWbMmEGfPn3w9PTEy8uLsLAwChYsmKDu119/jbu7OydPnsTf35+ePXsC1hfNCxcu0Lt3bwIDA6lduzYA9erVIzQ0lKCgIPz8/LBYLLz22muJ+tGoUSM6dOjAypUrcXd3JywsDIBevXoRExNDcHAwgYGBDBo0CIB+/fqxYcMG/Pz8aN68OV988QUlSpRIoHfLli24u7sza9YsXn/9dXx8fACYOXMm69atY9KkSfZxkREREeTMmZPvv/+e9u3bExAQwNSpUxkxYkS6nq0jcIq9gFMiqcVQw/dG882vEQx6PZic+a/z9cYfKV2wJK/X7kxB14RrpBkMGYVZqNXxmIWgM45Lt67wnxVzyJfLl3ObL/Bp1zos+LYX2w8c44PeTflw0FpyXrcQtmOrGQuYBZj4YkiObL8QdEZQ17sMr7fzo12Xt9mxYT+fP/kfSuUrzgdhQ9kVvS/Vev4J+9Aa/c5hw2BILSLiLyLzRaSGo30pkqcQHwY342rsMTwalOLtj79mxuw9NKxTmW27TtCqRSXOXYtl7oTvHeKfs/x2ncUPgyEjyNYJIMBjAW6EtmpKxw7tWbUmnK41Q+ldtyvfhk9h8o7ZxN6742gXDQbDI4qI1BORDSLyh4iMjn9NVXcB8x3kWgKqFPegq58H527HUMy3NEXK5qdBnQoANKpXgeJl8zD1q++4eeaMgz01GAwZQbbuAo7Pp5//j1HDPmHp0mU0blibq7ev8d3Wn4m5eo63g3tQvnC5LPLW8ChgumgcT3boAhaRMsAlVb0lIj8Dw4EqQE5VnS0i3YFNqro/Cfks6QKOz6Qd81m5JxcVru2kbeW/+H7WTl7tEMCGLcf4bel1hnpVJmDYYFxLFM9Svx4lTHwxJEdGxb5/TAII8O/PvmL8V4NZtWoV9WoHoKqsPraRn3fNo7330zxdrZkZv2LIEEyAdjzZIQGMj4hMAr5U1b2284rAMCAKGKiqtxORyfIE0GKxEPrvrhRp0IMd4wdzO3dRXC9EUbNaIfK6utLctxceR1bj9/lgchUunKW+PSqY+GJIjoyKfdlmHcDU8N9B73Lj5i3av/gyeyM2USh/bh6v3ADvklX5ZtNP7DgTSe+6XSma9/6gld3XoDP6nceGwZAYIuIPlIxL/gBU9TjQKSXZ7t274+HhAUCRIkUIDAy0f4/jxqRl9PmU4d/RY/pwLt4UylT24Ozl65y6XoquzTw4dvJ3ino1J3LgEC48+TguefNmuj9xZZmlP7XnX331VZY8f4MhJdasWcOkSZMA7PEhrfyjWgDBuvDlxPkRREZdZkivhhTImwuAu5Z7zIlcwoqjf/Ba7U7UcQuwy/wTkg+jP2tteHh4cPz48QzRZUgfFStWJCoq6r4yZ2wBFJFiWMf6Pa+q0WmUzfIWQIB5CxYxcMKvlK4TRM48+Ym9fpWT63Yy9P0O1Ch9luNH/6LUhRLkPn0E7wH9cMnkrQOd5eUtq/wwLYCG5DCzgJNAROjZJhAvj2IM/H4jN2/fBSBnDhc6+rXi3w1eY/KOWUzY8jO37lp7XLL7GnRGf9bbiIqKStOm2+bI+OPB5M8ZEZGcwDSgT1qTP0eyKXw7V88fp3ydxpTzr03F+k25euUgP85YQY263Shd1pWY4legRGkOfDECy53MnWznDMkfOI8fWYGLi4t9zbvAwED77y08PJzGjRvj6elJzZo16dmzJzdu3Egg37lzZzw9PfH19aVHjx72BerXrFlD4cKF7Xrj1uoDuHTpEqGhodSoUQMvLy82btyYQO+JEydo1qwZ3t7e+Pj4MGbMGPu1AQMG4ObmZte9ZMkS+7Vdu3YRHByMj48Pfn5+3Lp1K4Hu5cuXU6tWLfz8/KhVqxarVq2yX2vatCmenp523WfP/r35xMyZM+3+dOqUYqO+8+DoIJ6aw+pm2rh3z6JjZmzXvt/+obdi79537XrsDf1m00/69uLP9PCFqDTrNhgMzoktVjg8ZsUdwIvAOWCN7QhOo3wmPKWUmbfwN33qs1Hac/E2+9FiwBht+epwXbjuiN69c0s3Lhmuy2ZN0D1Dhum+L0aq5e7dlBUbUkVSn7vFYtEhn/ZTi8WSJn3pkcufP3+CsujoaK1QoYJu2LDBXjZr1iyNjo5OUHfx4sVqsVjUYrHoCy+8oN9++62qqq5evVpDQkIStdm1a1f9/vvvVVX19u3bevHixQR1Tp8+rdu2bVNV1StXrmi1atU0MjJSVVX79++vI0aMSCBz584d9fPz04iICFVVPX/+vN5N5Pu6fft2PXXqlKqq7t69W8uVK2e/1qRJE92yZUsCmYMHD2pgYKD+9ddfqqoaExOT6L1lJIl9P9IT+/5xLYBx5MghvNkhkKIF8zBsUjh/Xbxsv5YvV17eqtedjr6tGLZuLIMnfYnFYslUf7L7OnrZXX9W2Mju+rPCxqM2xklVp6tqSVVtajsSNmk4IdPnzuXEtqVsntyflSPeZPPk/pzetZ4rsX8ye80hwvddoGbT3uRzPcPlWh7cvXqVI/+bEJe0ZjjO8r1xtB9L5i8gcv58fl+Qtq3c0iv3IOPGjaNbt24EBwfby0JDQyldunSCus888wwigohQt25dTp48mazuy5cvs27dOl555RUAcufOTZEiRRLUK1u2LEFBQQAULFgQLy8vTp06lazuZcuW4e/vT0CAdehX8eLFE93ysmbNmpQrZ10xxMfHh5s3b3L7doK5Wffx/fff8+abb1K0aFEASpUqlWx9Z+IfmwACuOQQ3n2xJod3/4FvYD3On79w3/UGFWoz/KmPOXLxOAPXfMW56xeS0GQwGAyPDpU9yuJdvhiexQtSvlA+PIsXpEj+vyhXx48qjd0ZN2cnR6Pv4B3cC0vsXnimLtePHydq0pRMSwIfdVSVed9PoHelqsyd8F2qn3N65W7evGnv7mzbti0Ae/bsoVatWmny+86dO0ydOpWWLVvayzZu3EhAQABPP/00kZGRABw7doySJUvy8ssv27uWr1+/nqzuqKgoduzYQb169exlY8eOxd/fnx49enDx4kUADh48iIjQokULgoKC+PLLL1P0e86cOQQFBeEab3zryy+/TGBgIIMHD7Y/x4MHD3Lw4EEaNmxI/fr1Wbp0aeofjoP5x00CSYzYO3dp/HQXTkftYefW9RQtcv8sYIvFwm8HVvDbgeV0r/k8j1Ws87AuGwwGB+CMk0AeBkdNAkkMVWV8+DT2XypFSVd3Dqw5wbDeDYm9GEP0wUmUq/QkFyfMp8RjDSn/fKij3c3WJDbIf/G8+Rz6+hvqFCrCprPRCEK9Uglb3h4kft3wy5fwfPdtnmnzXIpyBQoU4Nq1a/eVtWvXjm7duvHccynLx/Hqq6+SP39+vvrqKwCuXLlCjhw5KFCgAEuWLOGdd97h0KFDbN26lfr167N+/Xrq1avHO++8Q6FChRg8eHCieq9du0aTJk345JNPaNeuHQAxMTGUKFECEaFfv36cOXOGH3/8kZEjRzJu3Di2bNlCvnz5aN68OUOGDKF58+aJ6o6MjKR169YsW7aMKlWqAHDq1Cnc3Ny4evUq7du3p0uXLnTt2pVnn32WXLlyMXPmTE6ePEnjxo3ZvXt3oq2XGYWZBJIGcufKyerFUylRthq1g5sl+FLnyJGD57yeom/jfzE7cjFfb/qJG7E3HeStwWAwOB8iwmt1OlEuXxTnY89RrFoOPhi5kKLl3HEp+BzRx5dR7u0XOLtqNWcWL0lZoSHVxLXi1S5obbyoV7I0e4sWosH82TRcMCfJo8H82ewrWpi6Ja3dknUKFU5TK+CD+Pj4sG3btkSvtWjRgsDAQHr27GkvGzhwIOfOnWPUqFH2skKFClGgQAHA2k18584dzp8/j7u7O+7u7vbWvNDQULZv386JEyfsLZHjx48HrK2K7du3p3PnzvbkD6B06dK4uLiQI0cOXn31VcLDwwFwd3encePGlChRgnz58vHMM8+wfft25s2bZ9e9detWAE6ePEnbtm2ZMmWKPfkDcHNzA6zdzp06dbpPd+vWrcmVKxeVKlWievXqHDp0KF3PN6txigQwK/bEzOuai3VhM8hbqDR1GjS/b9ZS3LiOysUq8MVTfcmXMw8fhA1h37mM+xCz+9iq7K4/K2xkd/1ZYcPRY6gMaSf+Z+aSw4X3GvSgkEsEN/PDuXtH+fjr5fjVD+T81SYcP/wbFT/owcm5Czi7ak2SOh/GB0fiKD+WzF+A783b9o0MRASfG7dTHNOXXrmkeOutt5g8eTKbN2+2l82dO5eYmBjCwsKIiIhg4sSJAEycOJGwsDCmT59Ojhx/pxrR0dH2BDQ8PByLxULx4sUpU6YM5cuX58CBAwCsXLkSb29vypcvT0REBBEREfTq1QtV5ZVXXsHLy4v333//Pv/OxNumcN68efj6+gLW5HT37t3cuHGDu3fvsnbtWry9vWnbtq1dd+3atbl06RIhISEMHz6chg0b2nXdvXuX8+fPA9bkc9GiRXbdbdq0sX8vzp8/z8GDB6lcuXK6nm9Wk2UJoDPsiVkgnyvrV86jQKlq/Lhge6J1XHPmpmftF3k5qCOjN0xk+q4F3LXcy2zXDAaDIVuQ2yUXHzV6nUJ5duDRMJhD0Vv4/KcNNH+uKYePBRB1dAFVPnqdqClTubA5HFVlaL/PzNjAh2DH5s1EFSvK7JxiP44XL8r2TZsyRS4pSpcuzYwZM+jTpw+enp54eXkRFhZGwYIFE9Tt1asXMTExBAcH37fcy+zZs/H19SUgIIC3336bGTNm2BPUb775hs6dO+Pv709ERAR9+/ZNoHf9+vVMnTqVVatWJVju5cMPP8TPzw9/f39Wr17N6NHWVKNo0aK8//771KlTh8DAQIKCgggJCUmge+zYsRw+fJhBgwbdt9zL7du3adGiBf7+/gQGBuLm5sarr74KWJPL4sWL4+3tTbNmzRgxYgTFi2ePbRKzbAzgw+yJmdHjYC5fu83H366nSZAbzzevzmcDhzKo/ycJtom7dOsK/wufwpXb1/hX/ZcpVzDl8RYGg8FxmDGAWcelW1fot/Ibrt8K5vjK1TzXpC2dmlVj8Yx5+Psco2LZZzk8fCxRNQOZ/+MPdBk8OFVjzwxmIWhD8mTrvYDTuidmZgTBv67c4qNxf1CCKBb+toQhH71Cm9YJ3whUlbDDa5m1ZxEv+reheeWGZj9hg8FJMQlg1hJz7Rz9Vv6PO3cacXL1H/Rs8zyB5Qqzfd3veHufxq3IE7wZ+hLFC+Thdhk3Ji5ZYuJnKjAJoCE5su0kkKT2xFTVTqra98HkL7MoVigPg18PZva8RRR0C+K7STMT/cGJCC2rNWXg4/8m7PBaRq7/jiu3ryWiORUNRAAAIABJREFUMXmy+9iq7K4/K2xkd/1ZYcNZxnIZUk9yn1npAiX5pEkPcuT8P6qFtGTZ/jOcuB5LGY9gTpxy58iZxZQsUZBLbi7kjolO99gzZ/neOIsfBkNGkDMrjdn2xBwLPJ9W2czYEP3i5WuUqRzE+TNHOXH2GPMWLKJdm1ZJ1v/8iQ+ZsXshnUe+xnM1nqJn++6pthcREZGpG4gb/anfYN3o/+ecr8mADdEND0fFIu580LATIzfMIl/1Fkz9v0O8/Ywvp094ciH6ABdKKP9+qzkjBy5l5ldjePq51qYV0GBwArJyDGBOYCEwQFXD0yib4d0gqsoz7bvj4tEWy91YNs3uj2vOe5yK2n/fjKXE2BOzn3Gbp1DPPZBOAW3J7ZIrQ30zGAzpw3QBO45tp3czfusyXHM34/KuCzQufI4Nv2+jZq3jNKxXiXUbDnNg3mGeeuMt2vV63dHuOjWmC9iQHNmxC7gDUAf4UkTWiEhwSgKZyfyFi7nhWgURwSWXK3Xb9ePq1es0eSIkxR+eb+kajGjxCX/dvMzHy4fz56Xkt6ExGAyGBxGRp0TkYxH5xtG+ZAS1yvnRxa8hd+9soLB/cWaE/cHJ8ytpUNcDgEbBVTiS9y6rxn/HtaNHHeuswWDIugTQ2fbE3LxlB8VdYsgds5zLuyaR/9IG6jd+gq1bwunR6/0U5Qu45ue9Bj1p5fkEA9d8xeIDK7Fo0vsJZ/bYEaPf8Tayu/6ssJEV9+BMpLD81TJVHQY4dRdCWj6zJpXqE1KtBlh24PFiRx4PsW4bNmFmBACtWvnSqGsn9g4cyvVjUZniQ2biLH4YDBmBUywE7QiGD+nH3GnjmDNtLIM+eYc508ayYsFk1vzfZubNm8sng/6bog4RoWmlYIY+8SEbTmzj87Vj+evmpSzw3mAwZBOOA4+r6mNAKRHxE5E2IhIKICLvApMd6mEG06rGEwS7FeN8ZBj73Nvz3rBt/HG6EO8N3MDWnSfYcWIrlV59hciBg7keddzR7hqSwMXFxb4WXmBgIFFRUYB18ebGjRvj6elp37M3/sYKcXTv3p1KlSrZ5SMirC8B+/fvJzg4GFdXV0aOHGmvf+LECZo1a4a3tzc+Pj6MGTMmSd88PDzw8/MjMDCQ2rVr28tnzZqFj48POXLksO/sAbB8+XJq1aqFn58ftWrVYtWqVYnqjYqKIm/evHafe/XqZb/2ySefUL58efsuJnGMGjUKb29v/P39ad68OcePZ6PvtKo6/WF1M+tYFx6poX1m6Lb9MamWuXvvrv66+zftOf9D3XxiRyZ6ZzAYksIWKxwesxI7gEmAd7zz3sAvwLvYxmMnIpMZjynTsVgs2ntkH31p0BT1ffYFfWXRVg1qGqovd+ynG34foCcP/q5n1/2hm7u9otePH3e0u05HUp+7xWLRAf0Hq8ViSZO+9Mjlz58/QVl0dLRWqFBBN2zYYC+bNWuWRkdHJ6jbrVs3nTVrVoLymJgYDQ8P1759++qIESPs5adPn9Zt27apquqVK1e0WrVqGhkZmahvFStW1HPnziUo37t3r+7fv1+bNGmiW7ZssZdv375dT506paqqu3fv1nLlyiWq99ixY+rj45PotY0bN+rp06cTPJdVq1bp9evXVVX122+/1eeffz5R+Ywkse9HemJfls4Czi40quNNseKl+XxSOP/pWhv/qiVTlHHJ4cLzvs8SWMabbzb9xPYze+geGEqeXHlQVfoPHcDATwaY2W8GwyNIEstffQt8m5JsZqyAkBXnRf8qwMKZn1OmYXNEhGKP1Wf1tKmcu1SFYZ/mpWT5epwO9Gfba2/QbcJ48lUo71T+O/I8KX5buJjVy3YQFLSEVomsW5vRcg8ybtw4unXrRnDw30P4Q0ND06SjVKlSlCpVisWLF99XXrZsWcqWLQtY99v18vLi1KlTeHt7p1q3l5dXouU1a9a0/+3j48PNmze5ffs2rq6uqdZdv379RMubNWt2X51p06alWufDkCErIKQ1Y3TEQSa/Ba9evTrR8l2Hzmmnfkt0z5HzadJ3I/amjts0Wd9e9JkeOn9M5y2cp5UbeOr83+ZngLeJk9Q9GP1ZZyO7688KG5mtHydsAQSKAeuAMumQzfBnlFbS+5nNmbdQK9Ztqq8s2qo9F2/TVxZt1UrBT+iwTxbo5jU7ddfaoXruxGaNWb1Gw7v31OsnTmS4DxlNVvmR2OdusVg0tG03HfDeAg1t2y3VrXnplcuRI4cGBARoQECAtmnTRlVV27Ztq/Pnp+7/sW7dumn16tXVz89P3333Xb1169Z91/v3739fC2B8jh07puXLl9fLly8net3Dw0Nr1qypQUFB+t133yW4/mALYHxmzZqlzZs3T9Juvnz5NDAwUBs3bqzr1q1LUCexltE43nzzTR08eHCS1zOKxL4f6Yl9pgUwGfyqlqBP51oMmxzOpy/Xo4ZHsVTJ5c2Vh971urLxxDaGrRvL3p+34N68OhN+/ZHWIWYNLIPhUcG2/NU0oI+qRjvan6zkl5lzqP7Us/Z4JyJUb9GKRVvnkjtXJ55+rg2nj8yhfI3nqPhSJyI/G4jv4IHkdSvnYM+dk98WLqaQa1VEhDx40C10EFU9glKUO3RsG3mlEiJCwdxVWPRb6loB8+bNax+3lx6GDRtGmTJliI2N5bXXXuOLL77gs88+S1Hu2rVrtG/fnq+++opChQolWuePP/7Azc2Ns2fP8uSTT1KjRg0aN26cou7IyEj+85//sGzZskSvly1blj///JPixYuzbds22rRpQ2RkZJJ+xGfatGls3bqVtWvXpljXWXDIVnBpxdFrYW3dF0PXV96k10shvP3Gy2mSnTrnZ37YNoNSAe6c3XWKlwLa8crz3TPHUYPhEcfZ1gEUkReBr4FIW9HHmoYVEBwd+x6Gji/3YPe5U+TMn9teZonNTd6CZXgp5BViI8/xfNeKXDwxAw+/F7kVcZI/f/kV36EDyWvrCnxUeXCdN1Xl+fYv4+vRzn5tT9RcZs75KdkGhfTKARQoUIBr1+7f9apfv36ICIMGDUpQv0WLFsTExFC7dm0mTpx437U1a9YwcuRIFi1aZC8bMGAABQoUoE+fPvayO3fu8Oyzz9KiRQvef9+6GseJEydo1aoVAL169bpvYkZSepo2bcrIkSPvmyBy8uRJHn/8cX766ScaNmwIwLx58xg4cCAAEydOvK9+UnoSey4rVqzgX//6F2vXrqVUqVIJnk1Gk1HrAJoWwFRQ26s0ff/9Bq9264Crqyuv9+iUKjlVZcb8mZQMcQOgpF85Rk4Zw7GiZ3miaiOCy9fCNWfuFLQYDIbsiqpOB6Y72g9HUNmjLPfy3Lwv0bh86yqUz8uuvHfw9yrBnF9O8GL3F4jaPZ0qtbtT3tKBPZ8OwHfIQPKWLeNA752L+K1/QKpb89IrlxRvvfUWdevWJSQkhHr16gEwd+5cGjZsSFhY2H11z5w5Q9myZVFV5s+fj6+vb7K6VZVXXnkFLy8ve/IHUL58+ftaIq9fv47FYqFgwYJcv36dZcuWpdiyeOnSJUJCQhg+fLg9+QNo27Ytbdu2tZ+fO3eOYsWK4eLiwtGjRzl06BCVK1dOVveOHTt4/fXXWbp0aZYkfxlJmpaBsS1hMFhE5tmOwbbBzdma1Kzt1KV9c8ZO/IV3/tWbST/PSZXeBYsWEOvhgohwNvIUIoJ7zUoUOe3KxhPbeeO3vvywbQbHL518yDvI/uu3mTXuHK8/K2yYddSyH+n9zIb1H8rs/01n1re/2I9lP/7G+Hf+hbCVXQXugEdh5s+Mxs2zA0d2TKJQsA/uoe2I7NefWzExD+1DRuMoP7Zu2cFdlzMcjQmzH/dyRrMlfHumyCVF6dKlmTFjBn369MHT0xMvLy/CwsIoWLBggrqdO3fGz88PPz8/zp8/z6effgpAdHQ07u7ujBo1iiFDhuDu7s6VK1dYv349U6dOZdWqVfZlWJYsWZJAb0xMDI899hgBAQH2ZLRly5aAtUXP3d2djRs3EhISQosWLQAYO3Yshw8fZtCgQXbdZ8+eTaB73bp1+Pv7ExgYSGhoKOPHj6dYMevQrw8//BB3d3du3LiBu7s7AwYMAOCDDz7g2rVrdOjQgcDAQFq3bp2uZ+sIUt0FLCI/A1eA34GDtuLqwDNAQVXtnCkekvndIGvWrLHPwkqJbyct4P03u/LT5Gm8GNoq2bofD/yEQ9FHrQngqRhKuZVGValWpjLD+g/l3PULrD62gVVHN1A8bxGaV2lEgwq1yJMz9TOT0nMP6SG7688KG9ldf1bYyGz9ztYF/LA4QxdwZnxmF25c5IPffkTyNcArRilryUGLZ105fWgR1Wv34uKarZyavxDfoQPJU6pUlnz3U0NW+WG2gjMkR0Z1AaclASyuqhfSei0jcIYgGJ/R383kv/8dyeY/VuJWKuGbT1q5Z7lHRPReVhz5P/afP0KD8rV4okojKhUtnwHeGgyPDiYBzD4MHjaErXmvUKJKGyqfvEtAicLUq3+T6GOr8Kzbm/PL13P6t0X4DhnIf78ZS99BAx+ZCXQmATQkR5YngA8Y8gT8gMOqmv5pQqm353RBcOnGKH5dcZBhvRtSpnj+DNN74cZFVh/byKqj6ynkWoAnqjxGwwp1yJsrT4bZMBj+qWRUAigirbHuX+4HKLAHmKWqCx9Wdxr9cLrYl1GoKm/07s2Z8vko4d8e96O3aOFXgcoeJ7lweguedXoT8/sq5vxvPBtP/MlLQ4fwTJvnHO12lmASQENyZFQCmOoxgCKy1PbvG8BEIAD4XEQSTgfKZqRnXEfLYA86NK/GJ+M3cPavhNvgpNdG8XxFCfV5hrEhg+no14odZyLp/VtfvtvyM4cvRCUZFLL72C0zvs3x+rPChrOM5UoOEVkAeAEjgPpAsO1vbxGZ70jfHEFmfWYiwrixY2HzYa5um8epSnlYHHGc/2fvzONjur4A/r2TVTbZZBEkEUsjlkSIfWmVInaKtkqU7i1areqiFTvdUKX8qFBF0Yq1dtHaxb5UrUFktSWyL3N/f0yMRCyZZJKZ6Pt+Pu/z5r1595zz5k1uztx77jm3kmth7+LH+SPzce38PIfu3KJ5RXtWzZ5tcKeoPHx/FRSKii6rgO9d2w9NbctsACHEbuDJyX2eQjo39yYnR83nP+1h8jstcbavoDfZKpWKAPe6BLjX5XZ6Ejsv7+X7ffOxNqvA8z4taVktCCtz/elTUFDQ0ude/5aPE8AJIYSZIQx6WjExMWHZsmW0a9eOepb2xNdpy+Kd//Buj6ZY2aVzaNs3NLKxYntUFC2lG+t/W0HX/v0MbbaCwlOBLjGAy4FQ4CPgeynlKSGEB/CrlLJt6Zlo/NMgf+w8z6a9l3ivhzf1/WqVmh61VHMy/izbL+7hRPw/BFXx5/nqLanp5P2fiY1RUHgcepwC9gZypZRX850LkFIeLalsHe0w6r5PX9y4cYOkpCRO3Mlgw/U7OEal83G/xmxf8THxF2I4cPE6gXesibyTxC+RhzC1fLpDYpQpYIXHYZBFIMB0oC6auJjrwCVghJTyuC5KdaU8dIJffr2I7yZ+zN+7IghoUPTahcXlTkYyEZf3sf3SHixMzHnepyWtPIOwNrcqdd0KCsaKPhxAIcQnQHcgB7gIvCmlzBJC7JBSPqcPO3Wwxej7Pn2zLvI8a6MTsbmaTLW1MzhoEcfIYe34NnQTjXDAxtuT18MWojJ7egdjFQdQ4XGUeQyglPKmlPJVIBCoAtSSUj5b2s5fWaCPuI5xHw+i78B3afPsc5z653yp6MiPvaUdPXxfYEbnsYQE9GH95g28u/4LZh0I42ziRb13Hk9DbFh5vwflMyozukspm0spWwPbgPVCCDvgPznMXtbPrGujmvTwcOOuqxVHWvUksJEnoTN3EvRCTfaZwb+xcZyfOQupVpepXVBuvr96wcTERJszz9/fn6ioKAAOHjxI69atqV27NgEBAQwdOpS0tMJx8LNmzaJGDU0S6hs3bmjPSykZNmwYNWrUoH79+hw5oslJeOzYMZo1a4afnx/169fnt99+KyRz2LBh2NjYPNLmzz//nKpVqxa6JjMzk379+lGjRg2aNGmivZetW7cSGBhIvXr1CAwMZMeOHYVkduvW7bFJrF977TVcXFwKXXPr1i3at29PzZo1ad++Pbdv3wbg119/pX79+tSrV4/mzZtz/HhBFyo3N5eAgAC6dOnySJ36QqdE0ABSSrWUMk5KmQkghOihf7PKJwtmfEnXPoNp0aot5y5cLhOdKqGirusz9KkbzMzOoXhWrMKcQ4sZuWk8G/7dTkpmapnYoaDwFKF19KSUvwLTgE2Ak8Es+o8R3Lg6XTwqo/KuzAWT2pxNskWammNbpQLTNq4n69ZtLs1b8J8bJZNSMmniWJ3vuzjt7tUCvrd5eXkRHx/Piy++yNSpU/n33385evQoHTt25O7du4Xat2jRgm3btuHp6Vng/J9//sn58+c5f/488+bN4+233wbAysqKxYsXc/r0aTZt2sSIESO4c+eOtl1kZKTWiXoUXbt25eDBg4XOL1iwAAcHBy5cuMAHH3zAJ598AoCzszPr1q3j5MmTLFq0iFdffbVAuz/++OOxDidASEgImzZtKnR+ypQptGvXjvPnz9OuXTumTJkCgLe3N7t27eLkyZOMGTOGN954o0C7GTNm4Ovr+1idekNKWaIN2KIHGR2AT4EfHvG+LC+o1WrZa+AI6eBSVV68fM1gNpyO/1fO2LtADvr9Azlj38/ydPy/Uq1WG8QeBYWyIq+vKGl/9D3g88C5JsDJksp+QKYv8CEwC1A94prS+aDKAe+886acOmGA9O/+ohyyPlI+16ODnD6+l1y5bK7MTk2VRz/4SEYtWWpoM0uFRz339evC5YAXm8sN69foJK847aytrQudGzNmjBwzZoxOuj09PWViYqL2+I033pBLl95/brVq1ZIxMTGF2tWvX1+eO3dOSillTk6ObNu2rYyJiXmoXU+yvUOHDnLv3r1SSimzs7Olk5NTof+HarVaOjg4yIyMDCmllHfv3pUtWrSQp0+fln5+fo/Vd/ny5ULX5L+vmJgYWatWrULtbt26JStXrqw9vnbtmnzuuefk9u3bZXBw8CP1Pez7UZy+T5c0MGlCiHMPbOeB5kVs30QIsVcIsVsI8f0DTugWKeVkoNwHdQghWBX2HV1eHMr0FSdJy8hGSsmYsRPK7NeqEII6LrUY1uw1fggeh49DNf53eBkf/BnKurPbSM5MebIQBYX/KFLKD6SUFx84d0BKWU9XWU/o9/4BbgMOaHINKuTjatQFwpbtwaV+U4QQmDXoxJJ1p9mzcwXZ6rv4ffUFN/fs5fqadYY2tUyQUhL++yKGD2nG6lVhRf5/Utx26enp2unfe/VyT506RWBgYLHvAeD69etUrXq/yEGVKlW4fv16gWsOHjxIVlYWPj4+gGY6uVu3bri7u5dYp6mpKRUrVuTmzYK1K37//XcaNmyIhYWmEteYMWMYOXIkVlbFi6uPj4/X2uvm5kZ8vtKG91iwYAGdOnXSHo8YMYJp06ahUuk8OVssdNESBdSTUtbKt9UE9hWx/RU06WNaAi55dYV7CCH6AAghRgCLdDFeX+g7rkMIQdjMMdTydmfcggOs/H0tS1ZuZs26wnUN9cWj7sHWwobg2u34ruOXvNV4AFeSohm24Uum753PqfizqGXR4miehtiw8n4PymdU9uT1S9p9MXhsvyelXAhsB+z0YnApYKhnFvLGO6RauFG1SRtiTkRSpXEr7phVpUOX3lw4+jNYqvAL/ZLYdeuJ3144dqs0MOT3d+OGtQQ8Y4kQgvo1VPw4+UUOb/n4idusSS/SoKYKIQT+tS35c2PRHOb8U8CrV68u5bu7T2xsLK+++ioLFy5EpVIRExPDypUref/990tN5+nTp/nkk0+YO3cuoIlHvHjxotbxLSlCiEKZOnbu3MmCBQuYOnUqAOvXr8fFxaXEDrYu6OIAfgY8zBUOLUpjqYkbzMg7zEaTYiFcSrlKCPEOEAQ0EU9JPhOVSvBO7wa4OFRg3HeLcKvzAnPDVhgsZkUIwTOVavBekxBmdRlPbWcfFh5dyYiNY1nzzxaSMpINYpeCgpHT7YG9Tjyh33teCDEKaASk68HWp4oZs+bgG9xX+49TCIFPh26M/3EXjm4BXDwWhpmjPXXGjuHKL79yc/8BA1tcetwbxQvyrwxAs0ZeHD+vpmH7aQR2+PqRW8P20zhxQU3TQC8AmgRU1mkU8EH8/Pw4fPjwQ9974YUX8Pf3Z+jQoY+V4eHhwbVr17TH0dHReHh4AJCcnExwcDATJ06kadOmABw9epQLFy5Qo0YNvLy8SEtLo0aNGuTm5mpHKL/88vGpiPPrzMnJISkpCScnJ63+nj17snjxYu2I4759+4iMjMTLy4uWLVty7tw52rZty7Vr17Q6f/rpp8fqdHV1JTY2FtA4tS4uLtr3Tpw4wdChQ1mzZo3Wjj179rB27Vq8vLzo378/O3bsYMCAAY/VUVKKnAhaSvnQDPhSyt26KBRC1AcqSSnP5JMxG5j9uHYhISF4eXkBYG9vj7+/v7Yo971fZcU9vndOX/LyH3taxSDN7EBAqrkPa9ZtxN7OWm/y8x/nv5fHXR+59xAVEHzzwhecv3mZ2Sv/x5yV/6NDuw4879OSG//EohKqYssvbfuV49I7btu2bbmSHxERQVhYGIC2fyglSppa5mH93jY0q4wfS2n2fcb8t5mSksXFVUs4+cdSLKys+Td8BVnZGVRwdOSXzTn0be3IsoVfUdnneRp/8Rlnxk1g3+nT2PhULzX77p0rq8/7HvlH/4ACo3mdgx/926S47R7Fe++9R1BQEMHBwTRp0gTQLJRo0aIFmzdvLpKMbt26MWvWLPr378+BAweoWLEi7u7uZGVl0bNnTwYOHEifPn201wcHBxMXF6c9trGx4cKFC4BmpK6oOhctWkSzZs1YtWoVzz33HEII7ty5Q3BwMFOmTKFFixba699++23t4pSoqCi6dOmifTa66hw9ejSLFi2ie3dNGcOrV6/Sq1cvfvnlF2rVup83ePLkyUyePBnQfA+++eYblixZ8kj5+uj7ilsLeISUcvq9vQ7tHIFwoK+UMu5J1+drJw01clYSpJR07h2CiVdPpDqHC4dWU9lezY71S40ucXNaVjq7rx5k68XdpGen0656S9p6N8OhQkWklHw1cSyhn481OrsVFPKjr0TQ+eTtkFI+J4TYKaV8tpgyitXv5bUtl32fPhj9xXjORcUhEGRkpKFWq6lgZY1ji+aYOVSlZmwKnZtfxsbBmyq1OpN08hT/fv0tvmM+x7ZmDUObXyIezPM2cfwX3EyIKtD/SilxcvHi8zETHimnuO1A42ilpBSOF9+3bx+jRo0iISEBlUpF69at+f777wvFys2cOZNp06YRFxeHi4sLnTt3Zv78+Ugpee+999i0aRNWVlYsXLiQRo0asWTJEgYPHoyfn59WRlhYGP7+/kWyC2DUqFEsXbqUmJgYKleuzNChQxk7diwZGRm8+uqrHD16FEdHR5YvX0716tWZMGECkydPpmbNmloZW7ZsKTBad88BPHXq1EN1vvTSS0RERHDjxg1cXV0JDQ1lyJAh3Lx5k759+3L16lU8PT1ZsWIFjo6ODB06lN9//127OtrU1JTIyMgCMu85gOvXr3+oTn3lASzu6rUd+fdFbGMKbASCiqGv0IoXfbJz585SkftH+DrZun+o7PJhuGzaO1RWrt1KVnStIX+Yu0TvuvR1D2q1Wp6/cVnOOfiLDPn9A/n13z/J7xb/IKs3ry3D14XrRcfDKK1nUJY6yrv8stBR2vLRwypgWbDv0bmve6B9sfs9aSSrgMvie6eLDblqtfxyR6R8J2yL/O7r9fLEX5Nl4rX9Ukopb+w/KA8MfE2mXi2dDAxl9VkYw3NXMF4e9v0oTt9X0qUmunibLwKNgWlCiAghRLMS6jZ6Dhw6ipNJPObxWzFLOkpQw7qYq3L4/PPPiDwdY2jzHooQghpOXrzVeACzu06igZsvP68Mo0q7Wnwxbzzf7p7HkuOr2Xrhb07E/UNcSiI56lxDm62gUFqIB/a68p/r90oblRB82sofM3c7Ltmq2bm/NtHnN5F88xxOTRrjNehVTo8dT0ZCgqFNVVAwaoo7BVziaREd9cni2GmMZGVl0b5jV6Li0/l54WLaBXkZ2qTHEr4unB8PLsahris3T8bSoUYragbVISHlBvGpN0hIucHtjGQcKlTE1doZFxtnXK2dcbVxxiVvb2NurUwdK5QJpTAFbCmlzLi315dcHfQ/NX2fvrmRlskXu45hee46NbOzaNHwLLWD3qKCjRsx69YTu3ET9SZPxNy+oqFN1RmlFJzC4yjzWsAPKLrnAJZJbcynrRPMyMig/QudSTf35osvPqVHG+OMV5FS0mVgD6yC3bVfuLQNsaxfHF7AocvJzeFG2i3iU28Qn3KDhHv7PCdRIh/iHFbC1caZSlaOmJoUeS2SgsJj0ZcDKISwAnKkpgZwEFAJ2CSlLNPh7qet79MXUkqmTZtGq159CTsfT8V/YqhteodGDWLwazYMMws7ri5dzq2DkdSdGIqptbWhTdYJxQFUeBz6cgCL+5+3pNMiRkX+VV1locPS0pLNf64n/lYqXy89wc2kDAZ38UOlKv7HWRr3sGb9GrK8TLAWgoTT13Hx8yDLy4S1G9bSvUt37XWmJqa42brgZuvyUDkpWalaZzA+5QZRt6M5EH2MhJQb3Ey/g72lHWkX7tCkRdMCI4eu1s7YWtjobfSwtJ9zeZdfFjpKU76+/mEKIT4BBgM5Qoj1QC0gCegLDNKLknJEWXzvdLVBCEFqaiojXunHmEVLWSszufavGRXOpqMyWUDd5u9S9aV+5KSk8M+Eyfh+9QVTJ07is3GhJepVXR0mAAAgAElEQVRPjOGzUFDQF8V1ADs9sFfQESsrK7ytrJj6XivGLzjAt0sPM6J/Q8xMyyYDeFE4cOQQFW9YIHclIa+nIm8kUVFasP/wwQIO4JOwMbfGxtGa6o6ehd7LVedyM+0267M3Us3Jm4TUGxy6flzrMOaocwqMHrrkcxArWTthblK04jFSSn7+ZSFt2rRRpqOfUtasX6MvUb3QlGmrAJyRUnoBCCH+1pcChZITGhpKdHQ0P300nK7jphApU7GJqon1peNI1SLqNx+C99DXOPf9TOYPeZ3Tx4/zZ2AgnXsUve9SUHia0WkK2FDTIk/7NEhmdi7fLIkkPTOHz0KCsLIs9xXx9EZqVhoJqTeJT0m8P7Wct7+ZdhtbC5sCo4b5Rw8rWtppnb3wdeF8NX8S417/XCfnVUF/SD2lE8rOzSY1O53UrDRSs9JIyUojJTOVT0eNZu+qiBJPAecPbXnU67Liae/7Skp2djbdunXDw6MKlV99g4SUKwTGu1LNaheVqtWkYfN+5GZn82pgY97xqs7C7Azmb9xg9D8ClSlghcdR5lPAyrRI6WFhZsLoQUHMXnWET3/cw1evN8XRztLQZhkF1uZWeJtb4e1QtdB7arWaW+l38sUeJnI09pR29DAzJwsXaycqWTvxx8Jl1HqpIVPCvsO0pg3mJuaYm5hhbmqGmcpM81q7mWNmYlpwrzI16D8NfTlPhmTN+jWsOfQnDTc0pFPHTnnOWyqp2Wl5zlw6qdkah07r3GWnkZbvdWpWGrnqXKzNrTSbmWZ/OfI85rVs9WXqM0KIeWhCXPK/rq0vBQr6wczMjJUrV9KmTRvqNDjAndqNuFDtKhVvt8cifgP7d2/gZmI2QY5OCCHwS05hY/gagnv2MLTpRo+JiQn16t0vfx0eHo6XlxcHDx7ko48+Ij4+HisrKwIDA5k5c2ahPICvvPIKkZGRmJmZERQUxNy5czEzM0NKyfDhw9m4cSNWVlaEhYXRsGFDbbvk5GTq1KlDjx49mDVrFgDLli1j0qRJCCGoXLkyS5YswdnZuYC+a9euMXDgQOLj4xFC8MYbbzB8+HAAbt26Rb9+/YiKisLLy4sVK1bg4OCgbXvo0CGaNWvG8uXLtUmoR40axYYNG1Cr1bRv354ZM2YU6nu3bt3K6NGjycrKwtzcnK+//prnntP8Rjx8+DAhISGkp6fTuXPnQu2//fZbPvroIxITE3F2diYpKYkBAwZw9epVcnJy+Oijjxg8eHCxn19RKPIIoBDiANCUh0yLSClblZqFlP6vYGOJrRo2bBjxd1XY1Agm9PWmVHEp+j+08hy7VVry07MzSEi9wYo1q9h4bifSREIuNHD1xa9ZfbJyszWbOpvs3CyycjSv753PzrfPUediamJ630nMcxrN8jmNV09cwrdR3QfO39/MHtLGPM/BzH8+//smQlPDM3xdOCOnjOa7T6cWGMGUUpIr1eSqc8lV55Ijcwu8zlHn3D9W55Ir771W53udo3lPncuRfZH4BdXXtJG52vM5Dxw/XNf94wevzVbnsHXOOpwDPIiNvELjwa2xsbDWOnDW5lbYmFlhZV4Bm3yO3T0nz0b7ugIWphaFEtveW6y06qW5+hgBbPOo96SUu0oiuxi2GHwE0Bji3p5kQ3x8PCqVitwK1nz11wn8HG9Q86Yzduq1bFofQ/vrd/j89DEm+vnzv8Q4Fu/fV6wfUmX1WTxqBFBKydiJkxn7+ac62V+cdg9LuBwfH09QUBDLly+nWTNNRqNVq1bRqlUrXF1dC1y7ceNGOnXSRIm9/PLLtG7dmrfffpuNGzfyww8/sHHjRg4cOMDw4cM5cOB+Gb/hw4eTmJiIo6Mjs2bNIicnh8qVK3PmzBmcnZ0ZNWoUVlZWjB07toC+2NhYYmNjadiwIXfv3iUwMJDw8HDq1KnDqFGjcHR0ZPTo0UyZMoXbt29ra/Dm5ubSvn17LC0tee211+jTpw979+7l448/5q+//gKgZcuWTJ48udCzP3r0KK6urlSuXJlTp07xwgsvcP36dQCCgoKYOXMmTZo0oXPnzgwbNkz7eVy7do2hQ4dy9uxZDh8+jLOzM5MmTSIpKYmpU6eSmJhI7dq1iYuLw9zcvNCzMcQikNS8nihNCHEp3/lsXRQqPJrPPvuMNm3a0MbWmk9n5/LF4CBqezoa2qxySwUzS6pV9CBi206cg91JPBNDpXqVubDhLNPfn6JTB6qWarJzc7ROYVZu1n1HMc9p3Je4l/pV/PO9n0NWbhbZuTkkZd8t4FTmb5eVk0WW+v6192Rn52ajRmKmMuPwwr+o0q4Wo38ayx+ZEailWuPcSTUqocJEZYKpMNHsVSYFjgu9vnfNQ96/fjeeismxha43NzHDRGWZ19ZU21ajS4WJyKc37/17xybChO1btnHKvxo55OIZ6EPfCs/rbSo+/2IlfVDWTp5CycnvfLwV4MPsI2qq14ALO33o1EWy+NtLVPJ1YMm1KPytbFg2fiIvf/mFAS0uHms2bGTjsX9ouPFPugd3LvV2D/Ljjz8yaNAgrfMHFCjblp/One/rCQoKIjo6WmPLmjUMHDgQIQRNmzblzp07xMbG4u7uzuHDh4mPj6djx47a6hj3khanpqbi5OREcnIyNWoUzpzh7u6Ou7s7ALa2tvj6+nL9+nXq1KnDmjVrtKXcBg0aRNu2bbUO4A8//EDv3r05dOiQVpYQgoyMDLKyspBSkp2dXcjBBQgICNC+9vPzIz09nczMTG7dukVycrK2nvHAgQMJDw/XOoAffPAB06ZN05aHu6fz7t27SClJSUnB0dERU9PSzZChi/SndlqkLH7RFUWHm5sb27dvp3Xr1vR+yZpxCyTD+wcQVMdNL/JLQnmVn985cPHTFBx/2ErmJ6ESKixMzbEwLfxr7B4NXqxTYnsfJFedy6q1fxDX8CqOfm6YqU3obNKM7l26YypMUKlUqIQeFw410Z+oe0gp+WP9ahzypROa99vPdAvuppfp7PyLlRT0j6FH/3S1IcC9EsE1kgi/cI2KF05xMyqXW3YpfPZuO94dvQYzBw+iwlfTseMLOAY1LjU79I2Ukp9XhdNg8AgWrPyJbp07Fenvp7jt0tPTtWXYvL29Wb16NadOnWLQIN0ivrKzs/nll1+YMWMGANevX6dq1fshPVWqVOH69eu4uroycuRIlixZwrZt90tkm5mZMWfOHOrVq4e1tTU1a9bkxx9/fKzOqKgojh49qq1XHB8fr3UO3dzciI+P19qyevVqdu7cWcABbNasGc8++yzu7u5IqSld5+vr+1idv//+Ow0bNsTCwoLr169TpUqVQvcIGgfYw8ODBg0aFGj/3nvv0a1bNypXrszdu3f57bffUKlKd1GoLg7gS/leL3nEa4USUqVKFXbs2EGbNm0Y+vYH/LBC8GonXzo0KbyCVuHJPMw5KM5KZkOhEioW/74Eh2BN5+VQ15XFv/9K3+4vlptYwAdH6IQQxXLCH8XkryZqX4s5y0osT6H806N2Da4k3eVU2/ZEL1tMi8bVEULQr0cDjp2vwI8zZvDP+Ik8M3oUdnUe/4/dWFizYSOiVkPN30/1BnSe8CNVAps/sd21yL0InwYIIRA1A1hbxFHAChUqcOzYsRLb/c4779C6dWtatXp8pNjs2bPp3LlzAccJNA7knDlzOHr0KNWrV+f9999n8uTJfPHFw0dwU1JS6N27N9OnT8fOzq7Q+0IIbd85YsQIpk6dWsjRunDhAv/884921LJ9+/b8/fffj7yH06dP88knn7Bly5bH3mNaWhqTJk166HWbN2/G39+fHTt2cPHiRdq3b0+rVq0eeg/6osjupZRy16O2UrOujLg3NGwsOry8vNi2bRuX/j3OpLebs2LbOZZv/fexq8JK+x7Kq/zJX01k1ZxlrJy9lHf7vsHK2UtZNWdZAadBX5TGPdxznkReLsb8zlNpUBr3kN8Jj196DrkriYo3NE64MSOEmPHAcWgp6OgrhJijb7n6pCz6R33bIKXk1sa1VDS3I6u6H80bezJvxTFaNfEk6sJhKnh7UfOD4Zyd8jWpUVdKzQ59cW8Ur1KDIACqBDbD7OJx5nUK4H+dGz5ym9cpAPNLx/FoqJmyreTfhAUrVxd7hbGfnx+HDx9+6HsvvPAC/v7+DB06VHsuNDSUxMREvvvuO+05Dw8Prl27pj2Ojo7Gw8ODffv2MWvWLLy8vPjoo49YvHgxo0eP1jqhPj4+CCHo27cve/fu5dq1a/j7++Pv789PP/0EaJzF3r1788orr9CrVy+tDldXV2JjYwFNrKCLiyZnbWRkJP3798fLy4tVq1bxzjvvEB4ezurVq2natCk2NjbY2NjQqVMn9u3bx+rVq7U6701RR0dH07NnTxYvXoyPj4/2Hu85j/nv8eLFi1y+fJkGDRrg5eVFdHQ0DRs2JC4ujoULF9KrVy9NOdYaNfD29ubs2bPFek5FxXiSzikUoGbNmixcuJCqrnZ8/X4r9p2MZfbvJ8hVK6kB/ksUyMV4PLXcOE/5ye+Eh34wplSdcH0ghLARQngAjYQQ7kKIykKIasCTh1sKy2oihNgrhNgthPj+gfeCgNtosiko6BEhBNlZmfz+/hAq+zdl+aFsDt1wYPfh6/TpWocBfV/Grn59vIcO5sy4CWTEG3fd4Pyjf0CB0bzSaPco3nvvPRYtWlRg0cYff/xBfHw8mzdv5tixY8yfPx+A+fPns3nzZpYtW1ZghK1bt24sXrwYKSX79++nYsWKuLu78+uvv3L16lWioqL45ptvGDhwIFOmTMHDw4MzZ86QmJgIaFbe+vr6UrVqVY4dO8axY8d46623kFIyZMgQfH19+fDDDwvY3a1bNxYtWgTAokWLtLF3ly9fJioqiqioKPr06cPs2bPp0aMH1apVY9euXeTk5JCdnc2uXbvw9fWlZ8+eWp2NGjXizp07BAcHM2XKFFq0aKHV5+7ujp2dHfv370dKyeLFi+nevTv16tUjISFBq7NKlSocOXIENzc3qlWrxvbt2wHNlPW///5L9erVi/WcikqxSsGVNcawEs7QpGVkMznsEJYWJnw0oBEWZiaGNklBwejQRyk4IcQgIATwB46iiXXOAv6QUs7VUZYbcCevnvCvwBTAB034jQ+QCXQBQqSU0Q9p/5/v+4qLlJIa3tWo9kwNEs1daPrmKCK+eocadpl4V7WjadO36RfSh1vbthC7cRP1p0zArKJx1A1+cJXnZ+Mncin+ZqHV79VdnZg05vNHyiluO3j4KmCAffv2MWrUKBISElCpVLRu3Zrvv/++UBoYU1NTPD09sbXVZLPo1asXX375pTambtOmTVhZWbFw4UIaNWpUoG1YWBiRkZHaNDA//fQTM2bMwMzMDE9PT8LCwnBycirQZvfu3bRq1Yp69eppHc5JkybRuXNnbt68Sd++fbl69Sqenp6sWLECR8eCCyxDQkLo0qULffr0ITc3l3feeYe//voLIQQdO3YsMIp5jwkTJjB58mRq1qypPbdlyxZcXFyIjIzUpoHp1KkTP/zwQ6GwHS8vLyIjI3F2diYmJoaQkBBiY2ORUjJ69GgGDBjw0GdjsFrAQogZUsrh+Y5DpZRf6SRER5ROUEN2jpoZy4+ScDuNMUOaYGv16AUJCgr/RfRVCzhP1rNSyp36kJUnLwyYJqU888D5KVLK0Y9oo/R9JSArK4u6DQPwfvF1qjVuzdWDu2isSuKNkFe4ejyMqGgfuvTrT9LGcO4cPYbf+FBMrSoY2mwlEbTCY9GXA1jkKWB9TosYG8YWA/gocrIzaV1LzTNejnwy628SbqfpVf7jKO/yy0JHeZdfFjqMIZ5MB04IIb4QQswVQszLy3xQLIQQ9YFKDzp/AI9y/owFY3hmxbXB1NQU7J2o2kgTvF+1cWtWbP+bKlV88A58iyqVL7N5VRimrTtiXd2bs1Omoc5+dGYzY/gsFBT0hS6rgHujmRapA/zK/WmRVfo3S+FhnDlzhi5dgvnjjz9waurFJz/8zVevN8PTzZYFYb8odW4VFPTLcuB3NH3fPKBucYQIIRyBWWiqJulMSEgIXl5eANjb2+Pv769NR3LPISnN42PHjpWpvocd30PX9gNfG0zFGvW0/WLsycPYV/fjrTGfM2/iZPbmBHAldh0WOzJ5ptWLHJ45jiPDhvPqj7MQKlUhefcWJJTV/SooPIqIiAjCwsIAtP2DrhRnCliv0yJF1KlMg+Sxbds2Xn75ZdatW0emuQfzwk/SuPJt/rdoFRNGD6FHt2BDm6igYDD0PAW8U0r5bL59uJRSpxpiQghTYC0wVkqp88odpe8rGW2Cg7mdo4b8MXCmFlg4urHomy/xc3EnOu4mh3fNxTzXBEf3blhtXYq1lxfer79msB/UyhSwwuMwZAygE/A2UBXNKCBSyjd0ElJYpi/QCagODJNSqh94X+kE87FhwwZee+01Nm3ahLD24MVXXqd2q8HkRq1m4+9hyiigwn8WPTuA26WU7YQQa9HMeoyRUuo0CiiEeAmYCZzOO/WplHKfDu2Vvq8U+ClyD0fiYXSzZ6ju6MS1uDvs3j4fF4tMsuXzuOz+jUotmlO178OrXJQ2igOo8DjKPAYwH8uBG0AQmhVyRSoF97h0CFLKf9CkQ3AAyvxbX95iq4KDg5kzZw6dOnViz/Zw3H0CuRl9imQTb8LXbtCbnvw8DbFh5f0elM+ozHlPCGEBfAg0A97TVYCUcpmUspKUsm3eVmTnz1gwhmembxveatSCWg7pTN1/lpjkZKq62dP8udeJSrHFynwTF+t1JmbbTuK2bC1VOxQUDElxHEBTKeVPaFIbzAE8itjuCvCclLIl4CKEqCeE6CGE6AMgpVwIbAdKL+31U0SvXr1YtmwZazf9hV3l+gA4VPVn/HeLyMlVP6G1goLCk5BS/iOlzJRSXpBSjpBSRhjaJgX9kJubS8KaLVQyT2T8nlMkpqXj6V6R518I4UicGx7uf3GubgfOLwvn5r4DTxaoZzw9PbUVK5RN2R7cPD31UxmsOFPA+pgWCSNfOgQhxPNAQ8ALGCGlzHrgemUa5CGsXrOe6cuPYFf5fk3BG1eO4lOlIvOnvY+leekWklZQMDaE0N8UsDGg9H2lx6hRo9i9dzctvxxJmroyE9oGYm9pzuWYJJb+8QfP+1zi9D9+eJ3cS+DIN7Hzq8OkL7/is3GhCPHUfMUUnhKK0/cVxwH0BS6hiQF8DwjX5Zex0KRDmCylLPJqBSGEHDRoEF4GXAlnjMebtv3Nuag4bsTHAFDJ1QO1VHMtOpbq9dowb/Lb2NtaGI29yrFyrO/jiAdWwoWGhioOoEKRUKvVDBgwgPSsDKoN7Q+qakxoE4ithRkXou8QtnID3eqc5fTpGridPkVKo+p8Pm4s3/34E1169TS0+QoKBSjWj18pZZltgCPwF+CmYztZmuzcubNU5ZeFjvzy1Wq1XPLnP3LoxC0yOuGu3uWXBk/bMyiP8stCR2nLz+sr9NVftczbewBfAw31JVsHG/T/IelIWXzvDGVDRkaGfPbZZ+Xbw9+Rb21YKkduPShTMrOllFL+e+WW/HDacnlw8xj5y8x5svkzDWXLIB/ZrK6fVKvVpWJPUTCG5yGlcdih2HCf4vR9ZVYLWGjSISwBPpJSxpWV3v8S2dnZDB06lISEBF7p+AwvtqvF6B93c+byTUObpqBQHgnN248BjqFZzavwFGFhYcHq1avZveNv6iYmk5xxgfF7jpOWnUutag683rc9iw43wNPzMhUr5zCgdyCYZrJhdbihTVdQKDFlVgtYlCAdgjINUnTGjRvHypUr2blzJ87Ozhw5m8B3yw7zdu8GtKhf2dDmKSiUKvqMARRC7JJSthFC/CKlfFXk5QPUh2wdbFD6vjIgLi4OW1tbEjJvMXHPbtztfPm8RT0sTU04c+kmA4JbEDKgLi0ae7Nr72V+W3KUff+eQ2Wi1GRXMA6K0/fpPAIohGiZt/cQQnwthGhYlHbyKUiHUB4YM2YMXbt2pUOHDty+fZuGz7gQ+noz/hd+kvBdFw1tnoJCeeK6EOJvYKsQwgRQ/ts/pbi5uWFtbY23Y1WGNw4gNvkc0/afITMnl4tHd2FpmUvzRl4AtG7mhUlFM+YNDCEnNdWwhisolIDiTAE/ddMiZZHbqbR13JMvhGDixIm0bduWjh07kpycjE8Ve6a934qtB68wL/wkuWrdRxTKyv7yrKO8yy8LHWVxD/pCSvky0F1KuTjvVH9D2mMojOGZlaUN9dyeYXB9H6LvnOe7g/8y+6c59OnRACEEkcevIoSgX4+6rL4Uy/GPR5MWHV1mtoFxPA8wDjsUG0pGsfIA5u2tpZS/UsRE0AplhxCCb7/9lsDAQL799lsAXBysmPpeK6Jikpm6+BAZWTkGtlJBwbgRQjwDLBBCnEJT87yigU1SKCNaeAbSvaY9V+5cwLnnYNZuu8SHodsZ98MeRo7bzr4jV3CrlkmM3wuc/GwMNw/oXOVPQcHgFCcNzFI0KWD+hyYP4E4pZetSsC2/TiUOphio1WrUajWmpvfzAWbn5DLzt2PE3kxlzGtNqGhjYUALFRT0i55jAPcBI4EDaCofTZdSNtGHbB1sUPo+A5Cdnc3HH39M3f5NOJhgzd04Uy5tPUBy6mnsrOtiLiSvts2hhqsVGanNcY5Yhtvzz1G1f1+EqszWViooaCmTGEBlWqT8oFKpCjh/AGamJnz4ckMa1KzExz/8TUxiioGsU1Awem5KKfdKKXPzYpb1upxeCDFCCPG5yKuGpGA8mJmZoVKpWDxqDtnREZhVzCD57glavPspN67uwNkskcizaq6m2lDB5m9udBjI7eMn+WfSVCUuUKHcUJxFIE/dtMh/LbZKCMGrnXzp1bYGo3/czdmoW3qVXxz+a8/AGOWXhY5yFi+TKoSYI4QYLIT4EUgUQrwshHi5qALEY2qgA7eAHMBMn0brG2N4Zoaw4ZtvvsHd3Z3UXdGoL23Hs/mzxJ48TI0XehDyUjDzZk6mV++3iM+pjJXFVi77d8TcyZnjH40m7VrpxQUaw/MA47BDsaFkFGeseiGapKgNgGlAmD4NUihdUlJSyMnRxP91bObFsH4BjP/5APtOxhjYMgUFo+MMEAdUAxLQVECqCdTQQcYja6BLKRdLKacCDYVSW8zoUKlULFq0iLjYOA6tP0WVwBYAVG3Shq/nhyGlxM7agn4vDiHbxg+HClvYb+6NR6/umrjA/WVfQ1hBQReKEwO4XkrZJd/xRillZ71bVlCnEgejJz7++GPi4uIICwvDJC+H1YXoO4xfcIDez9agW2sfA1uooFB8SqMWsBDCUUr55GHyJ8sJo2AN9K5AfTQL6j57RBul7zMwS5b/xqLT0Xg1u58C8lrkbl7yq8ag3j20545FbuFuzC5ORjWhX7taXPr2O1zaPUu1l/opcYEKpU5Z1QL+Dc3UxUGgEWADbAaQUi7VSVjRdSqdoJ5IS0sjODiYGjVqMHfuXFR5HVP8rTRC5+8joLYLQ7rWRaVSBiQUyh96XgTSGZiEZoq2AbBASjmomLJ0roGe107p+wxMv8GvcTLxOqbW5tpzMsscGwcPlnw7GR8Ha+35qxf2c+3sOvadbkD/Pi24PX8OJtZW1PpgOCZWVkz68is+GxeKMuCroG/KZBEI+pkWMSr+S7FVVlZWrFu3jjNnzjBs2LB79UZxdbRi2nutuHQ9iam/HCIzO7dY8ovLf+kZGKv8stBRzuJlPgeaAQlSyhw02Q90RgjhCMwChhSnfUhICGPHjmXs2LFMnz69wGcYERFR6sfTp08vU30PO753zhD6TWQWdao6UtvJFhF9HeuUOwjTa9St7cYnPy9n/h/rtddfis7gRnp1WtQ9ztIVO9nlXY+jt25x/KPRrJ6/gB1LljB14sQS2WMMzyP/a0PpBwzy92AszyMiIoKQkBBt/1AsdC0efG8DHIvbthi6ZGlSFsWcS1uHrvLv3LkjGzVqJEeOHFmgsHlWdo6c9ssh+fHMv+SduxnFlq8r/8VnYGzyy0JHacunGAXRH7WhSXEFsCP/sY4yTIGNQFAxbdD/h6QjxlDs3hhskPK+HSfj/pFDVn8k91y9JEduOyF3XE4ocN3NuLNy34bP5HdTF8n/rT4hozdtlX1r1JJ/d+0pX+vYqUCfW1wbDI0x2KHYcJ/i9H3FmQLW27SIDjqlrnYqPJlbt27x/fffM3bsWG08IIBaLfnlz3/YeyKGsa83w83Jii9DJzLuq8+VqQsFo0bPU8CTAHugLZowlxQp5RgdZRS7Bnpee6XvM1L2XTtM2NGVfNBsBEvO3MTf1Z5etSujyusjk25c4uyhnzl+oRY7jl+n8dlNNHVyZv+NRHw/HknnHt0NfAcKTxNlFQO4B3ge2CilfFYIsUNK+ZxOQnRE6QQNw597L7Nsy780qXKHOT+vYMLoIfToplMIk4JCmaLvRSBCiBeAesBpKeWf+pKrg36l7zNCMjMz+eCDD2j/Vlciru1ndOsPWHQqHidLc0Lqe2Jmoomuunv7Gmf2zyPykCV+hw4z5tQRJvr583PybRbuilB+UCvojbKKAcySUqYD93qlcv8Nzj/HXl51lIb8Ts29effFBkyfuwxbj4bMDVtBaf0zUp6B4eWXhY6yuAd9IYSYIaXcLKX8Rkr5pxAi9Mmtnj6M4ZkZgw1w3w5zc3NMTU35YcTXNK7cgJn7f+KdgKrkqCUzDl0gLVuTasvWoSo3031pUC+ZVba5VPJ1YMm1KOpl5/D7j7NLZIOhMQY7FBtKRnEcwH1CiNmAW15i0916tknBiIi5cBi36oEgINnEm/C1GwxtkoJCqSKEsBFCeACNhBDuQojKQohqQAtD26ZgHAgh+P7773FwcGDD16uoaleZHw4sYIh/NarYVWDqvnPcSs8C4MjBE3w3dTvxd6/x2fB2HFelsTE2kW1z53Pt+HrM1tkAACAASURBVD8GvhOF/zI6TwFD2U+LKNMgZcft27eJiIigZ8+eSCnp3DsEE6+e94aXuXZoCfu3LaOChVEXL1D4j6KPKWAhxCAgBPAHjqKZ5cgC/pBSzi2xkbrZovR9Rkx6ejrt27enWfNmOHX1xsbMireDXmV71A22RSUwrJEPh3bu4LNxM3ije0VaN/Vm94HLLP0zkxcbN6Je9AXiew6lZ69m2FqZG/p2FMoxxen7TJ98SSElM6SUw8nL/SeECJVSfqWrHAXj5NatW7z//vukpKRgY+dAmoUPdnlxKkIIrNzq0u/971kw9X0qOVQwsLUKCvpHSrkIWCSEeFZKudPQ9igYLxUqVGDt2rW0aNGC8c0mcMz2EstOrmFAg144WJrx3cELyLNXqMg1WjVpAECLIC/+PrCDbNvuuL3YCLN1ixl5OpEO7RvQtVV1LMxMnqBVQUE/FHkKuLSnRYQQfYUQc/QhS1eU2Kr7+Pj4sHXrVkaNGkXYol9wMonHPH4rSSfCMI/firt5AmaZcXw0868i1RAuKsozMLz8stBRHuJl8voieynlTiFEfSFEhBBilxCikaFtMwTG8MyMwQZ4uB2Ojo5ERETQo2t3Pmn1NodjTrL+3+00ruzIWw29SXsmgBcG9wdg3opjALQMqo6l+RYiY+6Q1aQrQ27v4vKFGN6avI2tB66Qm6vWyQZDYAx2KDaUDF1GAHujmRapA/zK/WmRlUVpLIRoAnwPqIFDUsoP8r0XBNwGknSwR6GU8PX1ZfPmzXTo0IG5c+fSvXt3IiIiaNu2rfaaQ2fimLDwAIO7+NGucTXDGaugoH9GSClX5L2eC3yCJvn9PDQpYRQUCuDq6gqArakNn7d+nzHbv8He0paWnkHE//YjWV1D+HDRL9y8Y8uxL7fiZGeJlbUtXwy/SExcVSKdn6XJuV10eWMoi7ZeYvWuiwzq7EuQn5uyUlih1ChOGphiTYsIIdyAO1LKDCHEr8AUwAeNE+oDZAJdgBApZfQDbZU4GANw+PBhOnXqxObNmwkICCj0/rX4u4z/+QBN/NwICa6DiYlS71LBsOgpBnCHlPI5IYQDsEdKWSfv/E4p5bNPaK5XlL6vfHL1znXGR8zg/aaDqe/my+30TJ4fMJSA10aQsPIn1iychxCCrIwkLh1fTGqqKTu3VKIqt+kxZgDHrySxaMMZbCqYERLsh6+3I6Ap3KDkZFV4GKWaBqak0yJSyjgpZUbeYTaQK6UMl1KuklJOlVJOByIfdP4UDEdgYCB79uyhfv36D32/qqst3w5vzeWYJMYtOEBKenYZW6igUCoIIUQL4E0g/yI3KwPZo1DOqGbvwYctXmfG/p+5dOsKu7Zvo0pgM4QQ5Pg0YM2GjQCYW1akVuO3cXZzoUPni+RYq5gdugEXUxUzRz5L+yBPpi2JZOLCA1yLv0v42g2s3nKENes2GvgOFZ4GijwCKITYK6Vsnvd6H/mmRaSUbYussBhF0YUQctCgQXh5eQFgb2+Pv7+/dkry3hx8cY+nT5+uV3kPOz527BgjRox4KuVv376DjfuiSDWtxhevNeHCmcNGZ/892rZtq8h/zPGDuoxdfkREBGFhYQB4eXkRGhqqjxHAZ4CxQArwsZTythCiFtBHSjmpJLKLYYvBRwAfDP/4r9qgix2pqakMHz6cVz8Zwq+nw7n2ewIe/d/TZlM4tWgGe5aHYaK6PwZz4/pBrp/byK0j5kTG++LbuDrPd6mDMFWxYfclVu04zz9/LcTSpQH2uefZ+HuYQUcBjeGZKDbcp1QrgehjWiSvKHo40FdKGVdkI0u5EyyLB1jaOoxB/ub9V/jlzzN8+FIgDZ9x0bv8kmIMn5Exyy8LHaUtX9+VQAyN4gAajw262CGl5N133+XcuXO0fLEDB+LNqdKotfb964f34uNgzfR3QjBR3f+6piZd4+KxRWSducuFW42IzbWnU8+6PFPPnWUrwpm18jhqYQK52bQKqMK7Q/tRzdXWII6gMTwTxYb7lLYDuBP4AmgFVJJSjsw7f0BK2aQI7U2BtcBYKeVBnYw0gk5QoWicvnSTab8comfbGnRv7aPEqSiUKXqKAZwLzJZSHn/gfADwlpTyzZLIzyevBvAKkCClfGgGBKXvK7/k5ubSu3dvriXewr5WdRJvJpJ2Nw1v92o4OjiSjCk9h77DkAZeBZzA7MwULh4NI/X8ZWRuEw7EOVPJzZYlG+aTW6UjVw+HUy2wB7FHllK/3VDMTU1oUteNpnXdecbLsYAshf8OpV0K7m3gfaAGMCFPYS1gTRHbvwg0BqblxQ8208VQBeMgNzeXjh07curUqYe+71fdia+HtWZH5DWmLz9KVnZuGVuooFBiJgJDhBDHhBB/5W1HgcGATlPAQogmQoi9QojdeZWT8jMYuMH9spoKTxEmJiYsXboUc3U2jVxdMTdNIuDN2qjETZbP+o61M6eSnpPL/45dJkd9/ytgZmFD7aC3carXBOwO0Ln+LW4mxVHf4wVyrhyjQuptbl89jq17Pbo3yOaTgY2wNDdl7uoTDBy7ienLj7DvZCwZWTkPtUtKyZixE0qtrKdC+aHIDqCU8qyUsr+UcqiU8nbeuXNFjYmRUi6TUlaSUrbN2/YV12h9kz8uqbzqKCv5JiYmhISE0KFDB86ePfvQa10crJj2XisysnL4bM4ebiVnPPS6h8kvTZ6WZ1CedZTFPZQUKeVVKeUwKaU/0AvoJaUMyDt3RUdxV4DnpJQtARchRD0hRA8hRB/ABlgB2Akhquj3LvSHMTwzY7ABdLfDysqKdevWsXTFcuyecUQIQXo1yedzxyHJ5Z2G1cnKVRdyAoXKBC//vlTxDeZmzj7s0iK4eHs/ty8dQqjTSDu3C0eTOA4cOopPFXte6fgMM0c+y3cj2lDdoyLrd19i4NjNTPj5AFsPXOHO3UytbH0tJDGGZ6LYUDKKnAewrKZFFIyf/v37k5mZSfv27YmIiMDHx6fQNZYWpnzyamN+23aOkdN38dngIGpWdTCAtQoKxUdKeaOE7fPHOmuzHwAIIa4A7wJ2aBbUKTyFODk5UaeJH3b1KwPg2qAqfy7/kySPLAYFvMhbAfWYdyyKeUcv8UaAN6b5Foa4+T6HmbCD7KW4eNowI8aJlNRIHMwa4u9Zl1GfDS2gy9XRim6tfOjWyoeUtCwi/4ln/+k4Fqw9RTU3O5r4uTJ7/m94NR3I3LAVdO/auVhhOlJKFoT9Qps2bZQwn3KMLjGA1YCPgNZAct5pW+Bv4Nti/DIuMkocjHEyb948Jk2axK5du/D09HzkdXtPxPDjquO82bMerQOMdqBD4SnAWBeBFCf7QV67Us2AoByX/vHuvbvZlX4Eh7quJJy+DoCZNKVr7fbsjjmElVkFvhw0mj8vZ3Eucj/darrT7rnnCsir71SRTTt+ZN5ve3ipR33WbEogM8eZWt6NCWhSjdff6odQiUfa06JlK46fv0Ho+ElcjE7Cp3FPEqOOYC1vUK9BAC1atqaSgxWXzx7G3taCbp07YGKieqS820kpjJn6M/2DG9OyRTOdP582bdrwZehEnmvTAiGEwZ7Pzp07+XnREhYvnI8Qj/78jPE4Qg8ZEHROBA0ghHCGkv861kGf4gAaKTNnzuTmzZuEhoY+9rrLMUlMWHiQNgEeDOjoi0oJVFYoBfS0CMRTnz9oi5v9IK+t0veVcz4N/ZzzcZcKjJRJKanpVp0JY8ax7eJuVp5eT5BHQzIIRCVMeDPAG7N8ifXXrlnP3JnLeeHZTFoEebHnYBTHz5jRtkNXspOrolZLOvWqi0e1R8+ySCnp3DsEE6+e2nQ0SWdW8Mnn47mRlEHi7XQS76STcDuNpJRM7G0tqWRfgUoOFXBxsKKSQwUq2VfA2b4Cb739PmY+vciNWl2sdDSr16xnzNSfmTB6CD266fSbSK8Yix36oFRXARsSJQ2MccuXUhapA7hzN5Mpiw9hU8GMD19uiJWlWZHk64un+RmUFx2lLV9PDuACoBqwH1grpTxUAlnFzn6Q197gDmBZfO/Kgw2laUdKZiorTq9nz9XDVHHohaOVE+809NE6gWM+H8eu7Sv5LvQFDp+4RmD9qkyasZ2P322Hi0d9klM92LUji+q13GnX2RdrW4tCOlavWc/05Uewq9xAey75+nE+eDmwkPOTk6vmZlIGibfTSLyTrnUOE2+ncWhfBDeSMlGZmKLOycbSwgRv3yZYmptgYWaKhbkJFuYm2mNLCxMszEy05y3MTJg64Quc6vUn/fzvbA5fhGkxq0iV5HlIKencKwQT757FdmSllAwcPFQ7gmhIitP36VILWEHhoRT1i29va8H4N5szd/UJPv7hb8a81gQ3J+tStk5BQTeklEOE5kvdDOgthJgCnAfWAduklJmPFVCQ/NkPAD41pgVwCoYhKSmJYcOGMWvWLGxtbbGxsOa1hv1o79OKsCO/czbRmyn7UhndrD5mJiqaNK2Po/kxbV8rhKBFY0/2zzxGux5WmNeIo03zZNKz3Fj18wmeCWhC4xY1UeVzrA4cOoqTSTwifqv2nJOpZP/BI4UcQFMTFa6OVrg6Fix+I6Wk858/UcmrJzejT1HJK4Csi38w7b2PyMzO1WxZmi0jK4fM7Fwysu6dyyEjM5e/dm5D2D+DEIJU8+q0fWk8jZu1wdPdDi93OzzdNHt7W4vH/m/RJQ4xKSWT6IQUriemEJ2QQnTCXfb+tYPbKm9chOCO8GLAiOm0aPUcTvaWOFesgHPFCjjZW+JUsQIVLB7uKoWv3cDuQ+dYs25jsUcQdS3vp89ygLrEAOp1WkQXjOFXsIL+kFKycc9llm87x8cDAqnn46zUt1TQC6UVAyiE8AG6A1ellKv0Lf8xepW+7ylESsmbb77J1atXWbduHWZmZgXeO3T9BD8fv4K5qQ0jm9Rh/IgPSL50GjvT+45Ick4Odl6+TB7yHol//U3yxbPYtKpFTlULsnJvkXS3EtVqB1GzbhAqE/MC8idPCuXTz74q1tRtUUcRH3XfD05DZ1/6g+nff8+VuLtciU0mKi6ZK7HJCCE0DqHWKbSlmpud1hl7cPo2N1dN3K00ruc5eBpHT7Op1WqquNji4WJDFRcbPCpZM+azT6hQq0++6fDf+OSLidxKzuDGnXRuJmn2N5IyMDMRONnnOYUVLXG2r4CjnSWTxn2GnW9f0s6t4pef52BmaoKpqQpTExWmJiJvr3psyJOu09CPur60E0HrbVpEV5ROsHyRkJCApaUldnZ2j73u+PlEvllyGC+rGFavWf9UxGEoGBZjXQRSXJS+7+klJyeHHj16UKlSJX7++edCzlhGdhZT9kYSffc26WuX4JiYgYnKhKgrUXh5egHgXLMmX0yZDEB2cjI39uzjxl9/k5oQTXazBmTYpmNfMQU759q4VA2govMzbNy4kcX/m8CgN8YQ3KW7TjaP/mI856LiEOSLZ0RSy8uNKRPGPLF9UR1IKSW3kjO4EnuXqNhkrsQlExWbTHRCCo52FlRztWXtku9wDXiZqwd/oUXXt4m/lY6jnSVVXGwKOHtVXGywtyk4mqiLIyulJCU9+wGnMJ2IHds4fekmzp4BJEYdwd7Gkso1A8nJUZOTq9mycyQ5uWpUKlHIKTQ1VWGqgr/WzMan+SCuHFjMgDc/xcbKHGtLU6wrmGk2S83epoIZVpamDHnjXSxq9C40bV3qMYD5pkW6oZnWKO60iE4oMYDlS/7EiRP5888/2bRpEzY2No+9NiYxhee6vopD1UBs/s/eecdXXV5//H1ysxcghCFBAiqKKCDIliEgVayIs0VawFqrrbtF68JFraM/K3UXFygUByogwYUQpgxRBEFFmSKEJSGQndzz++N+E2JMyLrjm+S8X6/7yv2u83y+456c7/Oc53nyvuWj2a8GrBbQTdfIjfaDUUZdyAF0E24IAN2Qf+cGDYHQkZWVxTnnnMOvfvUrJk6c+IvtRV7lv198x/c/pXM4+wPa7Etk6itT+Pedj3LRMYK3vH372LdkGemLl/M9zShIacTJJ2cSGZXBY898wvjrzuax51bzxrtpNfa3NbkWtQ0gi4q87NqfxbQ33mHu0m148eChiDEXnMbYKy8hKsITFB2lazIP7PyKpsmnV5hHqKp4vUpBkZfCIv1ZgDg3dR6vzvuaRq27cHDnWob3TeHMHgM4klNAVk4BWbmFvr85BWTlFrDxi2X8lJlHUsqZvwhYA54D6Hii5c6ndLNIDBC0ZhHD3dx5551s2bKFESNGkJqaSkxMTIX7rlyeRot2Z5JfBJnh7Rn3tycZf/1oTm/f1JqDDcOo18TFxTF37lz69u3LkCFDfhFQecKE67qdzCvrItl1+LfMnPJniInkmf9NZsQFIyr0kVFJSSRfMpLkS0Zy2o4f2Dx/Gcs+CmfdnnR6n9kaEeHsHs14/vGrOP/84SQ0OZGE404kMrpxQM+3KsHVsfB4wkhuHs/itAU0cYKvxsldeHf2u1wz5rKg6Zg1J5XsqBNJLFX7lh15Yrm5gCKCxyN4ynR0UVXenjWXxJSLAWjcugtLFr3LnTeNKfe++oLOl2jm7J9wfOdajeUI1gvYCBBFRUWMGTOGAwcOMHv2bKKiftkrrbx8kP3rXqfr0D/i8YRxQb92nNO9TYUJuIZRFn/WAIrIQ6p6t4iMAJ4CnlPVR/xhuxoazPc1APbv30/TphW/9HpVmZi6hMVL57Pn668Ji93Nn0eM4c+j/lTlMrxeL5ecP4C7b+3FizPX8cfLOvOPRxbw8J9/jySFkcdBwiNiiD/OFwwmNDmRyOhG5dqqTR5hbaltHqI/qG0NIlT/PCrb33oBG67B4/EwdepUfvvb33LFFVcwc+bMnyU6Q/lvUVHNTuNXHXNpf1ovUpdt5bV5XzOoezLD+7ajTYuEUJyK0XDp7fy9HDgZWAgENQA0GgbNmjU75nYBVr7+f6QfDqfPn+5mxeRH+fgnDxnLVtIpqQ2NoiNoFHX0kxgVQXiZjgfzUufQv08SS9bsZPX+Jpy65kcGDGrPf2YdpF/b9jTZs4sWSQehk5esltv4wfMu4VFxJBx3oi8oLBUQps6dzdqVc5mXema18whrS3V6MweK2tYgQvXPIxDnbTWAWG5VIO3n5+czbdo0rrrqql+8KZZ+i9q350eSWrT+xVvUvoM5fLBiGx+t3E7blglc0K8dPU9r+Yvq9ECeQ0OxH4wy6lIOoIisBEYDt6nqtSKySFUH+sN2NTSEvAbQDfl3btAQSh2z3pvFxDcmkdThIjyRcRTlZ5Px40pSunbllI5n0q5JBzLzCzmUV8ChvEKO5BcSG+GhUVQEjZ3gcOmHc9m37Rs2bdhEv9v+ybKJt9LCu492Hbpy7TX/4NsN6ez+IYNWjaFF4T4Sd64nTH4ipnNrwlrHUBid4wSEJ/H3e/7D4L6t+WR5Oq+/s4CwsKrl3hXjrxpENzwXbtAAQRoH0A3NIkbdITIykj/84Q/lbiv9FlXRjyipSQy/P78jvz23A8vW7eadhd8zedZXnN8nhWG92tK4nAFPDcNPPAE8DtwhIjHA+hDrMRooK9asIvsHIXnUAHavX0Ny9/5s/2Q2rVscIP6MLWze9yV/7fcnmsT4aui8qmTmFQeEvs+ivCKyCxqTMvhCRIS2wy9HD2RCi0bEdWzGpX3a4in08v3Xe/l2wx6+zG5B02YxnBADzXfvJmzbRrJ++oY0XU2/s1qAwNk9mvHsI6MY0K8zkdGNiYxuTER0I+d7IyKjfMsRUQmIHH1pn5c6h6+//Jj353Vj+AUjQnVZGzzVrgEUkU9UdYiIvAZcDSxU1X4BUXe0zJC/BRvuYfPODFKXbWX5+t306NiCC/q145S2TazTiOH3XsAikgSkAFuDNfVlmfLN9zVADhw4wI033sgLL7xAXFwcs+am8sq6HTTv2qtkn71frOAPXVO4cPh5vLPxfeZvXspf+15Dh2bty7U54e4HeWfREvrc+UhJzvWnj9/L0N+M4YSu3dh2KIvEyAjaN4mjfeM42ibEULg3m80b97Bp4x7CwoSTTk1i8uS/cNctR/MIJ078kMf/eANxp6YQcXwTirw55OdlUJCbQX7uIfJzMygqyCEiKtEJBhvx4CMvceO47jw7bSPP/XcakTGNfxYgGtUnKFPBhaJZxJygUR6Hs/OZv2oH7y/fRmxMOBf0bceAbslVHgrAqH/4uQn4RuAqYAPQCZiiqk/6w3Y1NJjva4CoKldffTV79uxh9uzZ3Pvwo2zZc+AX8wm3b9GUf064G4DPflzH86tf48rOIxnc/pd1MscKIi+6YDheVXYdzmXroSy2HMxiS0YWB3LyaZMYQ7vGcRynwsq5HxCb+yHqEaatVn7fIwwKCin6qQN94hPRzRtJTEmmUeczaNylMwmndCAsIgKvt5CC3EPk5x4iNXU2+3euoE/3E1j+2TbCw2Po3S2ZqLhmRMc2Jzouiai4JKJjk4iOS8ITHl3hNaptM3IoO7P4W0OwAsDfAqOAO4BtwL9U9YZqGakmlgNYv+zv2rWL6dOnM378+JIHvjb2vV7l82/3krpsK5t2HGTwWW0Y3rcdrZodnWYuGHM21qV7EKoy6lgO4Cqgr6oWOnP6LlfVnv6wXQ0NIQ8A3ZDj5AYNwdZRUFDAiBEjSE5OZvLkyVXylbsy03ls6fOc3vwUxp15OeGeo1led018qNIgsiw5BUVsO5TFloxstmZksXbHLoryclk59RnaDTyfze+/xckJQnRYEuf0v4aDB7KJjRLiJZfoI/uIykinWatGtDotheSeZxDXLoVr/3g51/62fUkt5H9f38Jzk6eTl72f3Ox95GXtIzdrH7nZe8nL2o8nIoYoJxiMLhUYfvTJEh5/+A5uu+uxGndEmfverBoPil18/a7541W88OIrNf6/kjp3Nq+/+hijxv69Ss3hFQWMQckBVNXXReQTfM0icf4I/kTkFiAO+DaY0ywZoSE6Oprp06eTmZlZ7uCn1SUsTDirYwvO6tiC9ANZzFu+jfFPLqbDCU24oF87up3SnNnv1X7ORqPBsRmIBAqdv9/507iI9AF6AZcC56vqEX/aN+o2ERERvPXWWwwcOJCJEydy7733VnrM8Ykt+efQv/PUyld4MG0Sf+17DY2dvMCKgrxjERPhoWOzRDo2883q9OBbL/DmR8toO/IKECFlyEXk5ubQqvcAslocR7v4aJp6wonNK0IO5XNwVwZbt+9jzZe55H22np3bnuX0rr6wY/Kba7nm8i506RBF6nvzuOiSS4lr1OZn5at6Kcg9RG62ExRm7ePQ/m/IPbKXGa/MYtTIrkx7eSKtYz+vdgCmqkx/JZXbrx/E48//k44nZBEZ3cjXVB2VSERUgu9vZCKe8Mhybcx9bxYLF80nde5sfn3hyMrL9BZRWJBDUWE2hQU5FOZnM3PGs9x8dR+enfY85wzsRURUAp7wmArPx589sGtSA1ijZhER6YUvqdoLrFbVW0ttGwO0wjfP5oxyjg35W7DhX/bt28egQYMYNWoU99xzj9/t5xUUseSLncxdtpUj2fmsX/ASSV1GVThau1E/8HMN4BogGfgGOBXYDmQAqOqwKtqo0O8526OBf6jq+AqON9/XwElPT6dfv37MmDGDnj2rVgHtVS8zN8xj4dbl/K3vnzipaYpftMye9R53/99z9L5zYkkN3oqHJ3DfbTfQqe/Z/HA4h52ZOfxwOJu9WXk0i42iTUIMyYkxtIyJYsZ/HuHrNWnsycgnq3l74vZtpVl8NBGeE+h5xhVEax4xYfnEhhcRFwlx0WHEx4WTkBhJo8YxxDaKJSI+nk/WrOKHfQsY1Pck0pZ/z8ln/pbzz/v5i32R10t+biH5eYXk5ReSn1tIXl4hBXlF5OcVkLZoPlKwiIF92rP4080kJvXg3MHdQbMpyMukID+TgrzDFORlImHhRET6AsJIJzgMj0zgirG3cuS4k0n46XvefO1JvIU5FBbmUFSQ4wR6ORQVZJd893oL8YRHEx4Riyc8hmWrviP78G769WjHstVbiYxOoPeZyXiLCgiPjCciMp7wqAQiIuMIj0wgPCKOm2+9h9v+3JtHn/uMN99dGLyp4JxCatQsIiItgQxVzRWR6fjG0zoRCC+u9RORfwG3l/V45gTrJ7t372bgwIFce+21/O1vfwtIGarKMy+9wf8+/IamJ5zJTzu+4M+XdeF3v7k4IOUZocXPAWDbirap6vYq2jim3xOR0fg6mCyv4HjzfQYZGRk0blz9WTpW//gl/109jdGdL+ac9n1rrWPU6Ks4eFJn2vQ6mvb/w4pFNNm8jhnTX/nZvgVFXnZn5fJD5tGgcGdmDgcP/MQX0ybT88/jWTPpUeTHH1i1dhG5mdlk7DlIxr7DHDpwhMMZuWQeziMrq5AjOV6y8qGwSIiWfBZ8NokH7+xdEoTe+/AKzu99M0WeKArwUFCoFHkhKiqcqOhwoqMjiIz2fY+KCicyysNzk6/ngfG9Szqz3PXwMs7tfx8FBV4SG0WT2DiGxMbRvu+NwoiPLyImpoCoiFyQHD78cD7Pvr2Uzrf8m3WT/sq155/JOX3OIkw9UChoARTmKvk5UJCj5B3xkp9TRG6el7y8IvLzi5i28lXuur1PyXk8/kgat3UZiHjE1+YQBUSCOn+Xfb8Vb1Nl447DdGgdz6k9xpXUAgZrIOgaNYuoanqpxQKgSFVnAYjIhUBnoCAU3s5yq0Jjv1WrVixYsIABAwYQGRnJjTfe6Ff7xaTOe5/jUi5m/w/radqmK/f/6xUywtpx6Tkn/yxPsLbUxXsQ7DLckstVFVR1u4gMx1cL+BLQUVW/qqaNCv2eQx9VnV57tYHDDffMDRpCqaN08FcdDT1ad6FVQnP+tfR5thzcwdgzL8cjYdz30P08cPf91W4JaXfqSeieHzjy/nT27PyBFsltaKxKu1NP+sW+EZ4wTkiM5YTE2JJ1jpnCwgAAIABJREFU9959L+tX7aT12X0REVr07w+FRdz6xkdcMag3ndq3JrlT+c2tAAX5hbw9822GxjdHRPjsyx2c1eUEhgxsTnjBBga0bkfR3t0U7t9JwYH9xLRoTkzr1sQ0b01M6+OJTU4ipvXxfLBwPkP7tywZFPvkNbsZMuwU2nRROp/Zmz17DrL/wGH2Hcllc+YRsn5SchTywjwUeDwUhcey+YfGNB1wObvXr6Fp/0t5bf3XbC9sQuThQiRb8RKGR5RIjxIZDhHhQlRkGJGRHqLiPGzcspr+A1v9rAavx8AU/vtdAn17DKBFUgzNk6Jp3iyGRom+SRQeumkMfZOSWb2/Cae0E6a8+ATDjzElYGXUJADsAGwVkZJmERH5CKrWLCIinYEkVd1YvE5V3wPeO9Zx48aNIyUlBfD9GLp27VryI0hLSwOo8fLatWtrdXxVlteuXWv2y1lOTk5m0qRJbN68mWL8aX/WnFR2ZYQRu9P3f1tEiE04jkWpr7J83bmc2SGJ1tHpHJ8UX+vyAqE/mPbr4nJaWhpTpkwBKPEP/kJEngVygbNVdbKIPAGcW0Nbv/B7AFXJoQ6k73ODb6nKcjGhfvaC8b+isuWa3I+Hh97Bkyte5upJN9LmSFPeW/Mh3VO70Si+UbXKH9a/X8ly6XtT1ePnzZ3Hrpw8ht9yPQCeiEjWTn+WmCHn8fXpnfjPG7OIjwjngmFDOT2pEbvWrcYTFlZy/LLlS3lt6n/JPpTOstU5fLd1K40Tt+LRI5zYMYqOwwbBaW0ZNGgQ3vx8PnznHfL3HaBbdDQHv1zP/6ZOZ3+hsr1NCrQZybLpL3PaiN8yZUUaPa4cS9qST2m2+AtO6dCRGLzs/G4D0R4P3bueSVx0FN9/t57Y2GgkMoLVq96nxeDfcGDLt5x+0ZWsWfEhm9t9R1HjBFr0P4uURrFkbfqSxnHRXHHBr0iMivjZ9fjHxCVMmfEZ76Tu4FBuPie1bsnmbd/QpXsEvc+9jvSdh5j18QIO7M+ibevT2Z+5juYto3j1g+30uPMZpj18HWGH9zB06BD69x9ATahJE3CNm0VE5DhgFnBFmTfjysq0ZhCjRhxrzsZ777mDDz7dzuzFm0k5PpHLBp/M6e0rno/TcD9+bgJeoKqDRWShqp5TvFwDOzXye86x5vsMv+BVL2+un8uDd91Pp9/1JCt1F6mvzg6qv6vKUDRbM7LZsO8QX+3LJD0rlw7HJXB6UiJnNE+kaUwUYy4fhbfwJE5u14Mla2fRv+tIvtu6irCIzbz6pq8LQVZ+ITsP5/ianw/n8ENmNulHcmkcHUlyQgzffLqMz95PJb5bL07oM5Dtyxdy6MO5nHvO2Ux85AEkLOyY53HeeeeiPc7jhD7nlKzb/ukCwj77kA/e/5jMvAK2ZmSx9ZCv9/S2jGxiIjykNIqlfeM4UhrH8doTj7N9fQHeiAjW5XxD59iOSF4e7TtHce3tt7E3O489WXnsycplV2YO3+/ey871a8ATTpuz+rHj04VkzHmezmeexQtTZgQnBxCgJs0iTr7gHOB+VV1VzfLMCRoBo6CwiAWf7eSdhd+REBfJZYNPpudpLQkLs0CwruHnADANuBCYDfwaeE9Vh1TTRo39nnO8+T7jF6Snp3PTTTcxZcoUYmNjKz/AYdZ7s3hq5RSantGK9LU7OK35yfxl1LWc3vwUwioJevxBdYeiOZxXwMb9h/lqXyYb9mcSF+Hh8Hdfk/HNJn5cv4bd4WG08kSSfPqZNEo5gfZndmPn4RxyCotonRBT0gElOSGW1gnRRIf7xoj1er107juI3hOeONqZZeKtrFueVqXr0L332RTFNCcmJrFkXU5OJp6cvaxZsfQX+3tV2ZuVVzKkzraMLDbvyyBv/17WvP4i/W69j+VPPcRZo68jslFjWiTG0SIuihZx0bSIi6J5XBSv/+cJpqV+yOCJT5VoXjDhRsYN7c+9jz0atE4gpZtFeorIx6paabOIiIwCnsTXexjgTlX9tIpl2jiADcx+YWEh4eE1yVCoehllKfIqK9bv5q0Fm8gv8HLZ4JMYcGYy4VWcd7iu34NglBFo+34OAAcAk/ANebUZ+JuqLq6mjRr7Pef4kAeAwXju6oIGt+hIS0tj4MCBjB07loyMDN55550q+UpV5ddjRhJ7QauSAGLX29/S/4/D+Ck3g34n9KB/2560a9KmSrWCwb4WXlV2HMrmq32ZrN93iBn/mkibngPYtXoJV991PyckxpKcGEubxBiaxkQSdoxzmDDhPtbQiNZ9jur/8dOF9Ag7zAMP3F+plnvvmch2p2Upfc+PtHTmsW+b0pIHS01xeiwKiry8MnMWc77fTasz+5D+xadc1jGZ0SNHEF5O5cM99z3IZzSiTa/+Jet+WLGYHmGHmXj/hKB1Ajm1uFnEWa7StAvO8C6/GOLFMMqiqvTv358JEyYwfPjwoJXrCRP6dTmevp1bsXbTPmYu+I5pH3zDyIEnMqxXW6Ij/RuQGq7nO1XtJiLNVHW/iDSvrgHze0YgEBFefPFFLrjgAm644Qaee+65SoO22XNnk5/iIa5Up4PYU5vQp+A0epzTiyXbV/Pv5ZOJ8ETQv21Pzj6hB83jmwXjdKpEmAgpTvNp4bef065HPwpFOKF7X9rs2cSIs6r+v+LTVavJyPeyb9lHJetUYVlk1V72H6zCPPaVER4mzH3/fVpefh0ALbr25u23nmfMxeUPBr181RoOFnjZs+yTUmuVZRE1r7mtSQ1gGrVsFqkubngLNoLLihUrGDFiBDNmzGDIkIA+Xsdk046DzFzwHV9v/YkLzm7HBf3akRBbcS81I7QEIgew1PKbqnqFP2xXQ4P5PqNCMjMzGThwIJdddhl3333sgZ7vfOBuvkvf8ovm15Nbtufh+x4qWd50YAtLtq3i052f0zqhBWe37UmfNt1IiIr/2XE17UlcW1SVi676E80vv66kJnPvW88z+5XJQddSGyrLh6wuwWoCrnWzSHUxJ9gwWbx4MZdeeinvvPMO/fv3r/yAAPLDnsO8s/B7Vny1m6E9T2DkwBNp2igmpJqMX+KPAFBE+gMDgD/gy3MGiACGqeovJ1kNIOb7jMrYtWsX/fr1Y/bs2XTu3NlvdguLClmbvpEl21exNn0DnZqfwoC2Pel2/BnMm5fKfS/+kwevuZuLajkbRXXxd+AUKmoyNV/xPuUF38EKAFup6u7SzSKqurdaRqqJ5QA2XPvz58/nyiuvZM6cOfTu3TsgZVSHfQdzmL14M5+s3kGfM1pxyTknkdw8oV7MNRyMMupCDqCIdAG6An8F/u2szgeWqeqOWkqsrpaQB4BuyXsLtQa36ChPQ2ZmJomJieUf4AeyC3JYtXMtS7avZPNPO/jqtZXEndEUz3d5vPPymzSKTgxa7VvpwKl4LMKqBE6BItjPxKz3ZpUbfAcrB3A6MFhV9zvLTwNBbRYxGg5Dhw5lypQpLF68uNYBoD9IahLDHy86nSuGdiB16RbueGYpndo3pXHhVptruJ6gql8CXwJTAUQkBd/LclCDP8OoKoEM/gBiI2IY1K4Pg9r14bW3/8eOTpvxohS1i+SKf/6B5G7tSE5sSXJiK5IbtfL9TWxFk5hG5QaGtWlCLh3kuSEgDyZ5BXk8Me1pOozqxuQ3XmZELQaBhmrUAIayWcQNb8GGUR65eYV8uGIbt902ng5nj+OH1a9x54SHSDm+ESmtEmneJNaGkwkifqoBfA24UVUzROQmfHOfHwbmqeoj/tBZDS3m+wzXUF5P4uzU3Uyf/Co/Ht7DzkO72ZlZ/Eknvyi/JBj0BYe+IHHJgsU88OLDIWlCLns+ocplrCpF3iK+2vstS7evZtZ7s8j3FtKiSzIHv9rDDb3Glly/QNcAZgI7gSPAj866fOCVCo8wjHpOdFQ43oxvaHViN0SEhFad+XTpQr5p05XtuzPJyi3ghBaJtG2VSNtWCaS0SqRty0QaxUeFWrpRMW1VNcP5fjPQBcgCluKby9cwGiTl9STOT/Gw6JM0Lvr1RXRq3uFn+x/OO8KPmem+gPDQbr5M38gPh3aRNvkDOv++Nw+8+AgZrQtoEd+M5nHNaB7flKTYpkSFV97Rzh/B2+y5s5m9+n26p3arUSDqDw3l2VBVvjuwlaU7VvPpD5+TFHsc/U44i7CtBTS/MBmAxp2a17oWsMoBYH1uFrHcqvpvP1BlqCqTp75FQvFcw8ld2PTVu8x7wNdD7Uh2PtvTD7Ntdybbd2eydO0udqRnEhnhoW2rxJKAMKVVIm1aJhAVUf6oSsHIMYT6cZ/9gACIyKnAdlU94iwXhlRViHDDPXODBrfoqIqGHTt2cMsttzB9+nRiYvzXWW3l56tptD8KXXSIvT/uoXnrFjTSKFasWVVuAJUQFc+pSSdxatLRuYJnvTeLzd2+RURo3Kk5367aQF73k1mzax17sw6wP+snYiNjaR7X1Pk0I6n4e3wzmsUeR3iYh9lzZzP9/Tfo3vXnwZuqkleUT25BLtmFueQW5JJTmEdOQQ45BXnkFPr+Zhfk8MQrj9NhVDcemzqJpme0olF0IgmR8SRGxZMQFUeEJ+KY16MiDdWhdBDarX8Plm5fzbIdqwkPC+fstj2ZOPhvtExozqz3ZuFtH/mzuYPzUzzMSZ1T47KrHABW1CwiIkFvFjGMLVu24PF4aNu2wpkJg8KsOalkR51IYqkfZXbkiSW5gPGxkXRq35RO7ZuWHKOq7MvIYfvuTLbtzmTtpn3MXryZXfuOkNQkxhcYtkwsCRBbNI1jznupAc8xVFVemvIaAwcOdG1zSJDYICIvACcDUwBEJIEqjnlqGKEmOTmZ6OhoRo8ezVtvvYXH459Ht3i4GKhZMKyqvPDmKzS5oBUATc9oxZepn/PQn+4t8Tle9ZKRk8nerP3szTrA3qz9bDqwhWU7VrP3yH5+yj1Eo6gEPn3pE5KHdGDC5H+QFraW3MI8cgpzyS3MIzzMQ0x4NDER0SV/oyOiiQmPIiYihpjwKL76dB1xHY9DRIjoEM8rM1/jhG7tOZyXRWbeYQ7nHSHSE0lCVBwJUfEkRiWQEBVHYmQ8idEJxEfE8sS0Z0ge0oH/TH+Wk3qcWm2/qao8+b/n6DCqG/dMnkjfoqGc3bYHf+t3LSmNk39mr3TwXcyxgu+qUJ0cwMWqOsD5vplSzSKWA2gEmxdffJFHHnmERYsW0bp165DpONZcw49UcUT4YgqLvPy49wjb0zOdGsPDbEvP5NDhXDYsepkT+4xl15rp3HrHAyTERhIXHUFcTATxsRFHv8dEEBsdUaO8w3dnz2XCoy/zjzuurrMdWfyUAyjAr4AsVV3irGsFJKvqaj/IrI4W831GjcjLy+P888/ntNNO46mnnnLFS92s92bxzKpXaXJ6i5J1ZXPZKqPQW8S0t6fz2pfv0PSMVhxYv5srO4/kogtGEB0RRUx4NJ6wYwe8FeUyzn111s+aYXMKcsnMP0Jm7mEO52dxOO8Imc5n2YIlfL3vO5p3SWbPlzs5PqEFHXqdVq3rsWnlRnYd3kOLLskcWL+bG3qP4+Jfj6yWjWICOgyMiCxR1f5Os8izxQOkisgiVR1YfbnVEGlO0CiHxx57jJdffpm0tDRatmwZajkB4423ZvH0zHU0Tu7CTzu+oM8Zx3NKlz5k5RQ4n0Kycgo4kpNPVk4BOXmFxESFExdTHBRGEhfzy+X4GF/gGB8bSWx0ONdcdwPRJ11K0dZ3mffOFL//w1BV7n3gIR687+6A/TPy50DQbsB8n1EbDh06RP/+/Rk9ejR///vfQy2nSoNRV0ZVgrfKqG0g6g8N/rBRmkB3Aqm3zSJ1Nf+sodu//fbbyc3NZejQoaSlpdGs2bGnLXLjOVSGqjJlxrs0Ks4xbNOVDWvf5V8TrqnQSRR5lZy8Qo5k+wLCrFxfoHgk2/f9SE4Bu/dncaQkgCxgw+dLORJxIlk7v8IrKQz+3T845Yw+JQFjfEwEcbG+Gsb4mEjii7/HHt0eHxtBTFR4hbpmzUll2lsf0r3bmXW2htGfiMhI4AzgBOA6VS0KsaRyqSt5bw1FR3U0NGrUiHnz5tG/f39GjhzJKaecEhIdxVQ1yDsWpTui7N3wI807ta52Llxtm1P9oaGiDjW1yemrLtUJAP9MmWYRIB641e+qDKOKTJgwgdzcXIYNG8by5cuJjo4OtSS/UlmOYXl4wsQJ1I6dwFyMqjL80hdplnIxB3Z+RVLKmeR9/zZ3jbuZ7NxCjuQUcCQ73/c3p4CfMnPZsSeTI9kFJUGk728+eQVep1bxaJN0vFPzOOXZV2l52q947KnXaJ7SlYTYKOJjI0iI9QWUURGeWtUMurGmTER6AU8AXmC1qpb2lzlAUyDHrcGfUfdJTk7mq6++Ii4uLtRS/ELp4E1/zEL3H6p2LlxtA1F/aAhETl91qfZMIKHAmkGMY6GqLFy4kMGDB1e+cx3DnzmGFfHu7LlMev1zEo/vUrIu88cvufXK7tWuqSss8pYEhCVBY3YB8z/+iAVrfuC4Nl05sOML2rduRPLJPTiSnc/h7AIOZ+ejCgmxvibphNijNY0JJcvF25waSGdbbHQEnjDh3dlzuWTkha5qAhaRlkCGquaKyHR8w8iciO/luxXwPL4ZR14pb0Yl832GYVSFoEwFFwrMCRpG4Ah0kOmrYRyHJ+XiklyXom3vMu/tn+cZ5hUU+YJGJyA8nO2rVSwOEIvXFweXh7N9f3Pyi4iJ9PDF/BfYtGq2qwLA0ojIFOAxVd3oLI8G2gPNgb+qakE5x5jvMwyjUoI1FVy9w3IA67/9YJRRV+2XDvICUUbpZuz9P6ynWZszym3GjorwENUohqaNqjduWZFXeeOt2eza3I1Nq2b7Vbu/EJHOQFJx8AegqtOrcuy4ceNISUkBoHHjxnTt2rXkHqWlpQEEdHnt2rXccsstQSuvvOXidaEqv3h50qRJQb/+ZZfdcD9K34tQlQ8N+36kpaUxZcoUgBL/UG1U1fUfn8zAsXDhwoDaD0YZZj/0ZdR1+4Eq4+93P6gXj/6LXjL6eu0/dKReMvp6vXj0X/Tvdz/oF/ter1fPu3iMXnDru+r4ipD7rNIf4DhgMdCyBsf65RrVhmA8d3VBg6o7dPhDw6ZNm/Siiy7SnJyckOqoLabhKDXxfa5oAhaRk4DRwF5Vfa6c7eoGnUbdYfv27Tz00EM888wzRERUrTOEUTcpncM4998jXdUELCLhwBzgflVdVYPjzfcZfsfr9TJq1ChUlddff52wsLBQSzJqSU2agIN210Wkl4gsF5GlIvJEmc1XAfsB83SGX2jVqhXp6emMHj2awsIGOYNXg2Hl6i9o6tlD5J6PQy2lPC4HegCPiUiaiPQJtSDDCAsLY+rUqezZs4e//e1voZZjhIhghv3bgcGqejbQXETOEJGRInIZvuFk3gQSRSQ5iJqAn+eZ1NUyzP7PiYyM5M033+TQoUOMGzeOoqKiOncOwbYfjDICYf+Rf0zgnWnP8Pa0p/1uu7ao6gxVTVLVQc7n01Brqi7BeO7qggZwhw5/aYiOjmbWrFl8/PHH/Pvf/w6ZjtpgGmpH0AJAVU1X1VxnsQAoUtVZqjoTmAZcD7QE0oOlyajfREdH8+677/Ljjz9y7bXX4vV6Qy3JMAzDNTRp0oT333+fp59+mu3bt4dajhFkgp4D6PSGe1hVqzzAmIjo2LFjQ9oTzpbr7vL777/P7bffzqRJkxgyZEjI9diy/5bTyvSEe+CBB1yVA1hbLAfQCAY5OTnExFSv973hLlw/DqCIHAfMAq5Q1SrX9JkTNGpLQUGBdQZpANhcwIZhNETc3gkkHF9T7/jqBH/BoLhGoS6XYfaPTURERJ0/B3tOjVDghnvmBg3gDh1u0ADu0GEaakcwO4FYbzjDMAzDMAwX4IpxACvDmkGMQHDw4EGaNGkSahmGH7EmYMOoPRs2bOCOO+5g5syZREVFhVqOUQVc3QRsGG5CVRk+fDhPP+2+oUMMwzBCyamnnkpkZCRjx4610RPqMRYAYrlVDcF+2TJEhBkzZvCvf/2LF154we/2A4E9p0YocMM9c4MGcIeOYGjweDxMmzaNnTt3cvvtt4dMR2WYhtoRHmoBhhEqUlJSmD9/Pueccw7R0dH8/ve/D7UkwzAMVxATE8OcOXPo168fbdq04eabbw61JMPPWA6g0eD5+uuvGTJkCJMmTeKKK64ItRyjFtSlHEARuRDoDESp6r0V7GO+zwgp27ZtY8iQISxdupRWrVqFWo5RAZYDaBg1oGPHjnzwwQdkZmaGWopRz6hkDvRBwKNAvIjYf1bDlaSkpLBx40YL/uohFgBiuVUNwX5lZXTu3Jk//vGPAbPvD0J9jeqCfRdyrDnQXwBuAtoAhaEUeSzccM/coAHcoSMUGsrrCdxQr4UbNdQUywE0DMMIEGUGvS+ZAx1ARM4ABFisqvtCoc8wjIaL5QAahlFvcGsOYE3mQHeOM99nuBJVRcR1P7UGS018n9UAGkYFrF27lry8PHr16hVqKUYdxpkD/WmgRj2Mxo0bR0pKCgCNGzema9euDBo0CDja/GTLthzM5YSEBO6//35uuukmIiIiQq6nIS6npaUxZcoUgBL/UG1U1fUfn8zAsXDhwoDaD0YZZt//ZcybN0+bN2+ua9asCYj96uLGa+Q2+46vCLnPKv7ge8meB/Ss4fF+v0bVJRjPXV3QoOoOHW7QUFhYqP369dPf/e536vV6Q6bDDdfCDRpUa+b7rBOIYVTA+eefz/PPP8/w4cNZv359qOUYdRObA92od3g8Hu655x6+//577rrrrlDLMWqI5QAaRiW88cYb3HrrrSxYsIBTTz011HKMY+DWHMCaYr7PcDP79++nX79+3HTTTVx//fWhltOgqYnvswDQMKrAq6++yoQJE9i4cSNxcXGhlmNUgAWAhhFctmzZwnnnncfy5ctp1qxZqOU0WGwg6BpSnFhZl8sw+4EtY8yYMXzyySfHDP4a+jVyg33D/7jhnrlBA7hDhxs0wFEd7du3Z8OGDSEJ/txwLdygoaZYAGgYVeSkk04KtQTDMAzXEREREWoJRg2wJmDDMOoN1gRsGEZDpM42AYtIHxG5RUSWiEh8qPUYRlWxf86GYRi/xHyj+wlaAHisSdFV9VPgeWClqh4JlqZiLLeq/tsPRBk7duxg6NChHDx4MCD2y1IXr1Gw7Rv+xw33zA0awB063KABjq1j6dKlXHjhhRQUFIRMQ7Bwg4aaEswawGNNig5wKfBOEPUYRq1o06YNXbp04bzzziMzMzPUcgzDMFxB7969ERGuueYaqwl0MSHJARSRKcBjqrqx1LqnVfWGCva3PBjDlagq119/PevWreODDz4gPt4yGEKJ5QAahjvIyspi8ODBDBs2jIkTJ4ZaTr2nTswF7EyKnlQ6+AOoKPgrxubDtGU3LosIl112Gdu2bWPEiBGkpqaycuVK1+ir78tp/pgP0zAMvxMXF8d7771Hv379SE5O5tprrw21JKMs1Z07rjYf4DhgMdCymsdVdTq8GmFzrNZ/+4Euo7CwUIcNG6YffvhhwMqo69coGPZx2VzAtf0E2vdVBTfMdeoGDaru0OEGDapV1/Hdd9/paaedphkZGSHTEEjcoEG1Zr4vaDWAIhIOTAPGq2p6sMo1jGDg8Xi48847S2qpDKM8nBaQB4E7gATg10CYqk4IqTDDCBAnnXQSX375JeHhQW9wNCohaDmAIjIKeBLY4Ky6U329f6tyrAZLp2EYdRc35ACKSC/gCcALrFbVW8tsHwesAH4P3APcAMxU1d3l2DLfZxhGpbg6B1BVZwAzglWeYRhGiCge8SBXRKaLyBnAiUC4qs4MsTbDMAzAJQNBh5pgjOMT6DLMfujLKM/+pk2b8Hq9AbPvb+rDfQ41qpquqrnOYgFQpKqzVHWmiLQFhgFjgDnAvfg6xf2i9s8tuOGeuUEDuEOHGzRA7XX4wy+64Vq4QUNNsQDQMALIzTffzI033mhjYTVAyhvxQFW3q+qVqnqXqq5U1QdU9d4QyjSMoDN//nwuuugiCgsLQy2lQWNzARtGAMnMzGTo0KGcffbZPP7444jUmyHqXIkbcgAdHccBs4AratPpTUR07NixNgSWLder5X79+nHRRRchIowfP55zzjnHVfrqwnJamSGwHnjggWr7PgsADSPAHDx4kMGDBzN8+HAeeuihUMup17ghAHRGPJgD3K+qq2ppy3yfUS85cuQIgwYN4sILL+S+++4LtZw6T018nzUBY7lVDcF+MMqoyH6TJk346KOPmD17dq0CwPp8jeoZlwM9gMdEJE1E+oRaUG1wwz1zgwZwhw43aIDa64iPjyc1NZWpU6fy0ksvhUSDP3CDhppiAaBhBIGkpCTmz59Ply5dQi3FCDCqOkNVk1R1kPOp0nBXhtHQaNGiBR988AFPPvkkWVlZoZbT4LAmYMMw6g1uaAL2J+b7jIaA1+slLMzqo2qDNQEbhmEYhlGnsOAvNNhVx3KrGoL9YJRR1+0Ho4y6nC/TUHHDPXODBnCHDjdoAHfoMA21wwJAwwghixYt4q233gq1DMMwDFdRVFQUagn1HssBNIwQsm7dOoYNG8bzzz/PyJEjQy2nzmM5gIZR95kzZw4vvfQSb7/9NuHhQZuxtk5jOYCGUcfo3Lkzqamp/OlPf+L9998PtRzDMIyQc95555GTk8MNN9xgsygFEAsAsdyqhmA/GGXU1H737t2ZPXs2Y8eO5ZNPPvG7/erg1mtkhA433DM3aAB36HCDBgisjsjISN5++21WrlzJP//5z5BoqCpu0FBTLAA0DBfQp08fZs6cydixYzl06FCo5RiGYYSUhIQE5s2bx4svvlgy5ZnhXywH0DBcREZGBo0bNw61jDqL5QAaRv3i66+/ZsyYMSxZsoTo6OhQy3EtNfF9FgAahlFvsADQMOofNlB05dScD0wIAAAgAElEQVTZTiAiMlJEJojICyLiCXb5lltV/+0Ho4y6bj8YZdTlfBl/ICKdRWSWiJxa+nuodR0LN9wzN2gAd+hwgwYIro6Kgj83XAs3aKgpQQsARaSXiCwXkaUi8kSZzTlAUyBHVYM++M/atWvrfBlmP/RlBMp+fn5+QO2Xpq5eIzdxLF+nquuAWWW/uxk33DM3aAB36HCDBnCHDtNQO4JZA7gdGKyqZwPNReQMp+bvMqADcBvwo4g0D6ImwJd3VdfLMPuhLyMQ9tPT0+nUqRPff/+9XaO6w7F8XZ3DDffMDRrAHTrcoAFCr6OwsDDkGiD016E2BC0AVNV0Vc11FguAIlWdpaozgZ+AO4Bk4GCwNBmG22nZsiW33347Q4YMqdOOpiFxLF8nIm2BYcCYMt+jQqXXMOoar7/+OpdffjlerzfUUuo0Qc8BFJHOQJKqbixep6rTVXWiqt6oqgXB1rRt27Y6X4bZD30ZgbJ/zTXXMH78eF566SV27twZkDKKqavXyI1U4Ou2q+qVqnpXme95IZR6TNxwz9ygAdyhww0aILQ6LrnkEjIzM3nzzTdDPlC0W+5HTQhqL2AROQ5fzssVqppejeOsG5xhGFXCDb2Aa+rryrFjvs8wjCpRXd8XtEn2RCQcmAaMr65DdINDNwzDqAq18XVlMd9nGEagCGYT8OVAD+AxEUkTkT5BLNswDCNYmK8zDMP11ImBoA3DMAzDMAz/4YqBoA3DMAzDMIzgUacCQBG5QkSeC5DtW0Tk7kCN1SUiJ4nIfSLy50DYd8ro45zHEhGJD4D9gM7YIiIXOvfgwQDYLj0DQw8ReUBEJgbIvt9neChjf5iI3CkiT/nLfjlldBSRv4rI0yLiFz9R9rr4+/dcRn9Af8/BJBDPaw00BOSZq4GOgP0PqIaGgPvyKmgI6exZgfanNdAQkucz0D6tJjqq83y6MgAsbyR9EemJb4zAQ4Gwj28swkIgIkD2rwL2A35pcy+vDFX9FHgeWKmqR/xtHz/O2FKB/UHAo0C8iLTyp+0ysy6MBO4H9taknMrs13aGhyrY/0hVH6YWz2oVyvga3++tCTV4ZiuzX9vfcxXusd9+z8Gkgt9FrZ5Xf2jwxzNXWw3+/B9QGx342ZfXUEPQZs8KtD/1h4ZgPJ+B9mn+0kE1nk9XBoCUM5I+cA7QCThLRJL9bV9VX1XVR4FuIlLbnnfl6Y8H3gQS/aC/ojIALgXeCZB9f87YUp79F4CbgDb4/nn707Y/Cbl9EbkFmBrIMlT1FeATIDEA9mv7ez6mfT//noNJoJ+tGmvwwzNXWw3+/B9QGx3+9uU10RDM2bNc+0yWJgjPZ6B9mr90VPn5DNowMNWhzNAJxSPpPwogIi1VtVaj4ZZnX0QuBDoDBVrLnjHl2cc3LMT1+P6Z1mpoiGOUAdBHVacHyH7xjC3NqeWMLRXYjwAEWKyq+/xpW47OutABmA3cC3hUdbe/7YvIf0t9f6C6g/xWwf4eoCeAiKyoyfNahTIWAV2AFHzPrl/tAw+oal5Nf89V0L8SOB0//J6DSQW/i1o9r/7QICJ/oZbPXG01+PN/QG104GdfXkMNfvPFNSnfn/7UHxr84RNrq4Fa+jQ/6vgfVX0+VdW1H3wBWarZr7/nEEj7dVl7MOzXh3MIxjUKxccN52Ua3KUj1BpCXb5p8L+OkJ5AJSd3HLAYaGn26+c5BNJ+XdZuz4877Ifq44bzMg3u0hFqDaEu3zQERkfITqCSkwsH5gE9zX79PIdA2q/L2u35cYf9UH3ccF6mwV06Qq0h1OWbhsDpCNlJVHKCo4B9QJrz6WP269c5BNJ+XdZuz4877Ifq44bzMg3u0hFqDaEu3zQETofNBGIYhmEYhtHAcOswMIZhGIZhGEaAsADQMAzDMAyjgWEBoGEYhmEYRgPDAkDDMAzDMIwGhgWAhmEYhmEYDQwLAA3DMAzDMBoYFgAahmEYhmE0MCwANAKGiKSIyEERSRORT0XkqUr2HyQinSvZ5/tKtseKyEwRWSwiS0Xk/5z140Tk3OqfhWEYRtUxv2fUFcJDLcCo96xR1aEAIvKJiHRS1Q0V7DsI+B5YV4vyxgJfqupEp8zjAFR1Si1sGoZhVAfze4brsRpAIyiISDgQAxx2lj903pBXiUgfx2GNA+521ntE5DciskJEForI30vZelREFonI6+UUlQV0EZF2AKr6k3PM/SLyOxHp7thPE5HNIvK4s/1hx+anIvLrgF4MwzAaBOb3DDdjNYBGoOkuImnA8cBaVd3hrL9EVbNEpCPwjKoOFpEpwPeqOk1EmgL3AL2d/TzOceHADFX9u4h8JCKnq+pXpcqbDjQD/ufYuE9VZxRvVNU1wCARaQO8DvyfiJwHNFHVgSISC3wqIqlq8yQahlEzzO8ZrsdqAI1As0ZVB6lqB2C3iPxWRGKA/4jIEuA5oE05x50IrFPVLABVLXLWF6rqWuf7DqBp6YNUtUhV/62qfYABwMMiEl16HxFpgs9hXq2qu4EzgIGOw54HRJW1axiGUQ3M7xmux2oAjWByEEgCzgOKVLW/iJwGzHG253P0mfweOENEYlQ1R0TCVNVbjk352YJICrBbVfOc8vLLbI/G9wZ8p6p+46zeAHykqjc7+0Sq6s+OMwzDqCHm9wxXYgGgEWiKm0IEyARGA7HAnSIyH1hWat+PgUlOLsoVwD+BNBHJBj4AHq1CeacDr4tIPhAJPKKquSIl/vJyoCvwkLNupqo+LSJ9HZ0K7AR+X/NTNgyjgWN+z3A9Ys39hmEYhmEYDQvLATQMwzAMw2hgWABoGIZhGIbRwLAA0DAMwzAMo4FhAaBhGIZhGEYDwwJAwzAMwzCMBoYFgIZhGIZhGA0MCwANwzAMwzAaGBYAGoZhGIZhNDAsADQMwzAMw2hgWABoGIZhGIbRwLAA0DAMwzAMo4FhAaBhGIZhGEYDwwLAOoSI3C0iG0RknYisFZFezvoXReQ0P5VxpJr7x4vIf0Vks4isEZG0UrpURB4vte94Ebnf+X6/iGSLSPOalC0iD4rI0OpoDQYiMsU5r4RS6yY516KZs1zZdRnvfO8tIiude/21s+0qZ3mtiOSLyHrn+yNBPlXDCAoi0rTUM58uIj+WWo4MUJn/dnyta39XItJGRN4ItY6yiMhJIrK2nPXTROSIiMSVWve04w8bO8tTRWRf2eOdY7c69/wbEbkn8GdS/wkPtQCjaohIH+DXQDdVzXOCiUgAVf1jCKW9CGwFTlZVr4i0A4qD0TzgEhF5WFX3l3PsfuBvwN+rW6iq3ltTwUHge+AiYJqIhAGDgR9Lba/suhQzFbhCVb8UEQ9wiqpuBF4BEJFtwDmV2DCMOo2qHgC6gu8FCTiiqv9Xeh8REUBU1Vvb8hxbfwCOq6o9EQlX1cLall0de6r6A/Abf5UZJLYAFwKvOz5tAJBeavvLwDPA5HKOvVVVZ4lIDPCNiEx1roFRQ6wGsO7QCtivqnkAqrpfVXcBOLVuZznfj4jIv5y31/ki0tPZvkVERjj7jBOR2c7670TkvvIKFJHbRGS1U+P4QDnbTwR6AfcUO0pV3aqqqc4uhfh+yLdWcE4vA78RkeMqOmkR8Ti1al85tV23OuuniMhlInJWqdqA9SKixdpE5AOnVnKJiJzqrL/csfWliCwupzxxrl9xeb9x1g9yrtdM5w10uvOPojxe56hjHgQsc65FMZVdl2KaA7sBVLXICf4Mw6CkpmmjiEwHNgCtRGSyiHzm+L97S+2706lB/8LxZx2c9YMdX7BWRD53aqdSgQTgc8fHtBORhc5xH4tIsnPsNBF5TkRWAf8UkX84fmmpiGwXkZEi8rjjS1JFJNw5roeILHJ80/si0sJZv1REnhCRz4AbypzrL3RKqZo2EXmllB/cLyJ3O+vvEJFVjvZ7nXUJTrlfOtouK+fadhNf68M6EXlbRBqV0viIY/NbEelbzdtW2jcOARYBRcUbVXUR8FMlNmIABbKrWbZRBgsA6w4fAW1EZJOIPCsiAyvYLw5YoKqdgMPAP4BzgYuBB0vt1xO4FOgMXC5OAFmMiAwDTnb26wp0F5EBZcrqBKxV1SIq5hlgdLEDKcMRfEHgzcc4vivQWlVPV9UzcGq/ilHVz1S1q6p2BT4AimsGJgM3qmp3YDzwrLP+XuBXqtoFGFFOeZc4ZXYBhgL/EpFWzrYzgVvw1XC2B/pVoHkTkCQiTYBR+JxeWY51XYp5AvhWRN4VkWtFJPoY+xpGQ+RU4AlVPU1VfwTuUNWz8P1+z5Wfp8bsUdUz8bVa/NVZdxvwJ8d/DABy8fmFw45fmYnPd7yoqp2Bt4BJpWy2Anqr6u3Ocjt8L32XAP8DPlDV0wEvcJ6IRAH/AS51fNM0YGIpex5VPUtVS5dRkc4SVPUqZ9vFwD5gqogMB07A95LeFejrBGzDgW2q2sXR9nE513Ua8FfnnL8FJpTaJqra09FU3ZaYjUBrx+9V5Bsr4gkn4P0BeNWpGTZqgQWAdQRVPQJ0B/6E7wf+hoiMK2fXfHyBEMB6YJGqFjjfU0rt97GqHlDVHOAd4OwydoY5ny+Az/E52pNroDsTeBW4qYJdngTGSqmcuTJsAdqLyFMich6QWd5OTk1dN+AOEYkH+gJvOQ7jv/gcNfhq46aIyDWApxxTZwMznBq3PfjeUHs421ap6k6ntnMtP7+eZXkH+C0+57uk7MYqXBdU9UHgLHzB/5Ucva+GYfjYrKqflVoeJSKf4/NZHTmajgK+3yTAGo7+dpcB/xGRG4HECl5me3E0UHkV6F9q21tlmonnOU236wFUtTi4Kva/HfG9OM93fNMdQJtSx1eU01epThGJxReg/kVVd+Lz3+dz1IefBHQA1uELRh8RkX6qeqiMnaZAtKouc1ZNxRd0FlPedawOs/D5xm7A8mocd6sT5LYEhotIzxqUbZTCcgDrEM6PPg1IE5H1wFhgSpndClRVne9efPlmOPl5pe+3ljmu7LIAD6vqf48haQPQRUQ8ldQCTsLngF4pu0FVM0Tkf8D15R2oqgdFpAvwK+A64Ap8+TlHhYqcDtwPDFDVIvHl3WU4zqKsvevE10nlAmCNiHSvxptkXqnvRRz79/MGPgc51bn25e1T4XUppXcz8JyIvADsE5Gm9uZrGCVkFX8RkZPxtSb0dPzKNKB0rXnx77fkt6uq/xCROfj8wQoRGYIvp7na5Zcpw4vvZZxSy+H4/Oo6Ve1P+ZS1xzF0lvXZk4HXVXWhsyzAP1T1pbL2nBaf4cAjIvK+qv6zAj3l8YvrWE1eB1bjq1XVCnxjhajqYRFZhO9lfVUNyjccrAawjiAipzgOrpiuwPZamDxXRI4TX0LtSHxvmKX5EPiDU5uGiLSWUj12oSQ4+Qx4QJxfsYikiMgFZfb7CXgTuLoCLf8GrqUcZyK+zi5hqvo2cA++t8bS2xsDM4AxqrrPKS8T2Coilzv7iBNEIiInqupKpxPJPn7+9g2+2rrfiC/3MAnfm2+1nYyqbgfu5mjTc3n7HPO6iMgFctQ7nozP4WZUV4thNBAS8aW9ZDppG7+q7ADHH6xT1YfxvYydUs5uK/C9eAL8DvhF7nA1KG4C7emUHykinWqrU0RuBiLKdI75ELhanF63IpIsIs1EpDW+jjSvAY9Txqc6L5g5pfL7fo+vJcQvqOoWfL78+ZocLyIR+FKTNvtLU0PFagDrDvHAU07AU4ivp+mfamFvFfA2kAxMK9OMgqp+JCIdgU+dGOQIPue3t4ydP+JzIt+LSA6+nr23lVPe45RJbC5V1n4ReZfyO0W0Bl5xavUA7iyz/SKgLfBCcazk1PyNxldzdg8Qge+t80t8OX0n43s7/sRZV5p3gT7OegVuV9V0cTqRVIdKak+LqfC64HO8T4hINr57PrqSmlbDaMh8ji/A+gbfy3HZl9ryGC8i/fHV0K3Dl25RluuBl0XkTmAPcFVNBTojOFwGPCkiifjSUB7H15pSXZ0nlN4OZMvR4VOeVtUXHb+1wvGNh/GlkpyGr+avuJbyunLK+z0+/xmD739Ndc/5NBHZWWr5xtIbVfW58g4Skbfw1ew1dY6/R1WnOJufEF8v8Ch8we2camoyyiBHWwtDKEKkM74OCneo6jeh1lPfcXIHz1LVigIPwzACjPk9wzBCSdCbgEWkl4gsF6fLO4CqrsOXGGoYhlHvML9nGIbbCEUO4HZgsKqeDTQXkTNCoKFBo6pTrPbPMIKK+T3DMFxF0ANAVU1X1eIxjAqAIhFpi6/L+hhnnCTDMIx6g/k9wzDcRsg6gTj5L0mlZje4MlRaDMMwgoH5PcMw3EJIAkDxTf31NEe71le2f+h7qhiGUSdQ1eoNLBYkquv3nGPM9xmGUSWq6/tC0QkkHN80M+NVNb2y/YuJSWzByaf3xOv1oqpB/4wdOzYk5bpRhxs0uEWHaXCXDrdSU78H1Ol7Vtft14dzsGtU/+2r1sz3haITyOX4ptZ6TETSRKRPVQ7qdem9bPtuAzf+9a7AqquAlJSUkJRbFjfocIMGcIcO03AUt+hwKTXye4Em0PesrtsPRhl13X4wyjD7gSHoTcCqOgPfzA3VokneBjr3HMzzz0zi4pEXMWRg7wCoMwzD8D819XuGYRiBos5MBTd21DA+WzyHhydNZXraPg4dyav8ID/SuHHjoJZXEW7Q4QYN4A4dpuEobtFhVJ1A37O6bj8YZdR1+8Eow+wHiEC3S/upbVuH/26Eer1eVVWdmrpB/zopTXNyCzRYLFy4MGhlHQs36Ai2hrZt2yq+adnsY5+ST9u2bX/xrACqLvBZ/vo45xMwAv1bruv2g1FGefbN59nnWB9/+T5XTAVXGSKiA+/8NX/uOYbfjLwcVWXS61+QmZXPPVf1xOOpMxWZRg0QkRonuRr1l/KeC2edK3sB1wQRUXv2Gx7m84xj4S/fV2cip6TOrXngpYfZfGAbIsKNV3TFq8ozM7+0H4phGIZhGEY1qDMBoIjQqnMb/vKf8XzwXRqeMOGOMT3YtH0vV9/8YMCDwLS0tIDarypu0OEGDYZh1J5A/5bruv1glGH+1AgVdSYA1EWHaPJTLKd427BgyzImffoSGlbA33/XnTkzX2PcdbeFWqJRj3nooYfo1KkTnTt3puv/s3fmcTWmXwD/vq1SQrIvRfZWSYRI9mHsy2AQmjGWMfZ9VMY2lrH8mMFYMrZBCFnGVmJEKtmyZMmaJRERbc/vj3JHtKt7b7zfz+d+uu/ynOe87733dN7nOc85NjacPn0aAFdXV8LCwrJonT0MDAxydH5sbCyDBw/GzMyMunXr4uTkpNBLkiTGjBmjOHf+/Pm4u7sD4O7uTuHChXn8+HGu+5aRkfl8GTVqFIsWLVJst27dGldXV8X2mDFjmDVrFt26dUu3vZOTE0FBQfmup8ynUWAcwG2/b8Lrj80smbGQGS3Go69TmEkH55Ck94bDB/9hx9YN/DxjUdaCcomTk1O+yc4J6qCHOugAIITgZ/cZOR79zWm7gIAAfHx8CAkJ4fz58xw+fJiKFSsCsGrVKmrXrp1j3fMCV1dXjIyMCA8PJzg4mLVr1xIVFQWArq4uO3bsUGx/iLGxMQsWLFCmujJqSH7/lgu6fGX0kRP5yrJ5jRo14uTJkwAkJycTFRXFpUuXFMdPnjyJs7MzXl5eOdJDRr0oMA7g++hoavO9XW+6W7Tjl2OLidKLZKuXN/PneLBynfyF/FLw3r2XnQdD2LVnX762i4yMxNjYGF1dXSDFeSpXrhyQ9knXwMCAcePGYW5uTosWLQgMDMTJyYkqVaqwe/duADw9PenYsSNOTk5Uq1YNDw+PdPucN28e9erVw8rKCjc3t4+O37hxg9OnTzNjxgw0NFJ+xpUrV6Zdu3YAaGlp8f3337Nw4cJ05Q8cOJAtW7YQHR2drXsgIyOjepRl8xo2bEhAQAAAly5dwsLCgiJFivDs2TPevn3L5cuXMTIywsLCAoC4uDi++eYbatWqRefOnYmLi1PIOnjwIA4ODtja2tK9e3diY2NzpLtM/lEgHcB3NDaxZ7rzGPZfO8p1/css/nMtI4a6cvjY6TzvS13iNNRBD3XQQQjBynXbMG3QjxWeW7P9ZJubdq1ateLu3btUr16doUOHcuzYsXTPe/XqFc7Ozly6dIkiRYowdepUDh06xM6dO5k2bZrivMDAQLZv38758+fZtm3bR1MlBw8eJDw8nMDAQEJDQwkODsbf3z/NOZcuXcLGxgZNTc0M9R42bBgbN24kJibmo2MGBgYMHDiQxYsXZ3n9Mp8vBT2+7UuKAVSmzStXrhxaWlrcuXOHkydP4uDgQP369QkICCAoKAhLS0t0dHQU5//xxx8ULlyYy5cv4+HhQXBwMABRUVHMmDGDw4cPExISgp2dHb/99lu29JbJf5ReCSSvKW9YhlktJ7I65G8uFz2H+9KlrPd9go11HMbF9FStnkw+4b17L691zTCUJKIxpUE3D0qZ1smy3eNbISBVppQk8VrHjF179tGpQ7tM2xgYGBAcHMzx48fx9fWlZ8+ezJkzBxcXlzTn6ejo0KZNGwAsLS3R1dVFW1sbS0tLIiIiFOe1bNmSEiVKANClSxdOnDiBnZ2d4vjBgwc5ePAgdeqkXE9sbCzh4eE0adIkO7dGgaGhIf369WPJkiXo6X38WxgxYgQ2NjaMHTs2R3JlZGSUjzJtHqSMAp48eZKTJ08yevRo7t+/z8mTJylatCiNGjVKc66/vz8jRowAwMrKCisrKwBOnTpFWFiY4vz4+HgcHNSiCqIMauIASpJUD2gPaAghfs5pe10tHYba98PvVgDr43dgWboR7n8GMGe4IwZ62nmio7rEvamDHqrW4d0TbRHTzgCUNK1DUsROds93Q5IyToMkhOCrrjvQNElpV6ScFSs8t9Lx668ybQegqamJk5MTTk5OWFpasm7duo8cQG1tbYUcDQ0NxZSxhoYGiYmJivM+7OvDbSEEkyZNYvDgwRnqY25uzrlz50hKSsp0FHDkyJHY2toyYMCAj44VK1aM3r17s2zZsgzby3zeqFN8mzrKV0Yf2ZGvCpv3Lg7wwoULWFhYULFiRRYsWIChoWG69iSj/lu2bMnmzXIVRHVE6VPAkiTVlyTppCRJJyRJeheg1AlwBx5LklQ2t7KdKjvg5jSSe4SiZXqB6Wv+JT4hKS/UllEj3j0JvzNg0ntPtvnR7urVq4SHhyu2Q0NDMTExybX+hw4dIjo6mri4OLy9vT96mm7dujVr1qxRxMrcv38/zYpdADMzM+zs7HBzc1NM6URERLB379405xkZGdGjRw9Wr16dri6jR49mxYoVaRxUGRkZ9ULZNg9SRgB9fHwwMjJCU1MTIyMjnj9/TkBAAA0bNkxzbpMmTdi0aRMAFy9e5Pz58wA0aNCAf//9l+vXrwMpYTLXrl3L2cXL5BuqiAG8DTgLIRoDpSRJssxL4ZWKlWdOy4lUrlCEh0YHmbXZl/iERCxqVCcpKffOoDrEvYF66KFqHU6fOUsJzUfoPDqkeJXQesSpwJB8aRcbG0v//v2pXbs2VlZWhIWFKVKq5AZ7e3u6du2KlZUVXbt2TTP9Cykxh71798bBwQFLS0u6devGy5cvP5KzatUqHj16RNWqVbGwsMDFxYVSpUp9dN6YMWMyXQ3cuXNn3r5Vbm1tGfVAXeLb1FW+MvrIjnxl2zxICWOJioqiQYMGafYVLVoUY2PjNOcOGTKE2NhYatWqxbRp06hbty4AJUuWxNPTk169emFlZYWDgwNXrlzJsm8Z5aDSUnCSJHkCcwEDoC2gKYSYls55OS6HJITgn3B/PIN2ELbEH9PHMRSpX5+NuRyK9vPzU/nUp7rooWwdPqeySJ6engQFBbF06VJVq1LgkUvBfTr5/Vsu6PKV0Ud68j8nmyeT9+SV7VOZAyhJkhUwWwiRZTTqpxjBgKuh/NK2C5MtbPgpNJDAW7czjZmSUT8+J2MoO4B5R0F3ALMT+yzXAv4y+ZxsnkzeU6AdQEmSjABvoIcQ4mE2zhf9+/fH1NQUSAlet7GxUTw1vRtCT2+79zc9MbhwCctiRrxOTiLYpBxDfxiW4fnytvpty8ZQJj0kScLX1xdPT08ATE1N8fDwUEsHUJKk+sBCIBk4I4QYJUnSTGAqMBzwEkJEptNOJCQkoKWlFuv1ZJSEbPNkMqPAOoCSJGkBuwF3IURgNtvk6ik4KSkJ+8omLLaxV9ywiReC+POkP7XKmuZIljpMvaqLHvIUsIw6UJBGACVJKgM8F0K8kSRpIzAH+IZsOIDOTs054ns4X/Qq6FO08hSwzJdIXtk+VSwC6Q7UA+ZKkuQnSVK+JQXq26c33SqYpFkB1blMRX4Y3BPfa8H51a2MjIxMGoQQD4UQb1I3E4AkYBcwDSiZnvP3jvu3HsmrtGVkZPIcpc8rCCE2A0pJCnQp9Cy3ExLwefyfbTVEokpMIdYdX8ed5w/oV699lvmQQPW5796hDnqogw4yMgWR1NjnkkKIsNRdWc6CxCdJVKtanf4u/XIU/pKd7Xf78it8o6DLf7f9fl/KkC8jkxV+fn5pwl9yg0pXAWeXvA6EvrN5C7eO/ctKu0LUNDFjgvNAdDTzJmG0TN4jT4fIpEdBmgKGnMc+p7YR7qN28feOKVy4flaOBfxCkG2eTGYU5ClglVPxmx6Uq1WN4df1CLv5iDE+c3gW93G91PdRlyczddBDHXRQNjNnzsTc3BwrKytsbGw4fTql3rSrqythYWFZtM4eBgYGOTo/NjaWwYMHY2ZmRt26dXFyclLoJUkSY8aMUZw7f/58Re5Cd3d3ChcunCa5dEZ9m5qa0rVrV8W2l5fXRxVQZLImNfZ5AzA2u87fe22xq9OJ5o1zVgowO+T3b7mgy1dGH+pqTzU1NbGxscHa2hpbW1tOnjypapVk8pgv0gGUJAmzoT9QREeDCbFGRN81ZCviKYAAACAASURBVKTPDK4/jVC1ajI5QAjBtBluOX5Szmm7gIAAfHx8CAkJ4fz58xw+fJiKFSsCKcmYa9eunWPd8wJXV1eMjIwIDw8nODiYtWvXKhI+6+rqsmPHjkwTQC9YsCBb/QQHB+fayf0wdu0LjmXLdezzDp+Z3L4fBrHaHNnhnX8ayqg9yrJ5AHp6eoSGhnLu3Dlmz57NpEmTcqqujJrzRTqAABra2tScMJbEm9doE34H7UeWuB1ezPGIM+mery5xb+qghzroALDLZxe7zuxn997d+douMjISY2NjRW1fY2NjypUrB6Tci6CgICBlFG3cuHGYm5vTokULAgMDcXJyokqVKuzendKXp6cnHTt2xMnJiWrVquHh4ZFun/PmzaNevXpYWVnh5ub20fEbN25w+vRpZsyYgYZGys+4cuXKtGuXklZTS0uL77//noULF37UFmDgwIFs2bKF6OjoLK9/zJgxzJw586P9gYGBODg4UKdOHRo2bMjVq1cV19ihQwecnZ1p3rw5fn5+ODo60qFDB4Wz/Ntvv2FhYYGFhQWLFi1SXPOSJUsAGDVqFM7OzgAcPXqUPn36ZKmnOiOE2CyEKCmEcEp9BWS3bejVU+z+Zz3OrYcSuSeQIxu35Jle+f1bLujyldFHTuQry+Z9yIsXLyhevDiQMvPQvHlzbG1tsbS0ZNeuXUBKmbd27dphbW2NhYUFW7akfE+Dg4Np2rQpdevWpXXr1kRGZrjeSUbJfLEOIICWvj6VRv9Esevh1I+4RNmY5qwI2MqG0J0ki2RVqyeTCUII/ty6luq9bFm5ZU22n2xz065Vq1bcvXuX6tWrM3ToUI4dO5buea9evcLZ2ZlLly5RpEgRpk6dyqFDh9i5cyfTpv1X4CYwMJDt27dz/vx5tm3bpnAg33Hw4EHCw8MJDAwkNDSU4OBg/P3905xz6dIlbGxsMk1qPmzYMDZu3EhMzMfhDQYGBgwcOJDFixdnef09evQgJCREUc/zHTVr1uT48eOcPXuW6dOnM3nyZMWxkJAQvLy8FPcqJCSExYsXc+3aNcVo5enTpzl16hR//vknZ8+exdHRkePHjwMQFBREbGwsCQkJHD9+nCZN8n76syBRrHhhfpzUnjtl6hN5OASf35bIMWJfGMq0eQBxcXHY2NhQs2ZNXF1d+fnnlFzlhQoVYufOnYSEhODr68uYMWMQQnDgwAHKlSvHuXPnuHjxIm3atCEhIYEff/wRLy8vgoODGThwIFOmTMn1PZDJW774iOJSZmbUnjoZzV9mUaxCecILd+CfC4e48/wBoxoNQk+7EKAe+ffURQ910GGXzy7iTTXRlyReVkik6ZSvKWNdMct2D0PvQEUJfUki3lST3Xt307F9x0zbGBgYEBwczPHjx/H19aVnz57MmTPno1g4HR0d2rRpA6TUzNTV1UVbWxtLS0siIiIU57Vs2ZISJUoA0KVLF06cOJGmHvDBgwc5ePAgderUAVKeuMPDw3PsBBkaGtKvXz+WLFmCnp7eR8dHjBiBjY0NY8eOzVSOpqYm48aNY/bs2bRt21axPyYmhv79+xMeHo4kSSQkJKS5RiMjI8W2vb09lStXBuDEiRN07twZfX19xT04fvw4Q4YMITg4mBcvXqCrq4utrS1BQUEcP35cMTL4JWNkrI/rT86sXqJBctgxvKdMo+N0NzQ+YWFIQc/T97nmAUwPZdo8+G8KGFLCYPr168fFixcRQjB58mT8/f3R0NDg/v37PHr0CEtLS8aMGcOECRNo3749jo6OXLx4kYsXL9KyZUsgJTdv2bJls+xbRjl88Q4ggJlDA164DuD+n2twcK1AGZ1u+IYfYGLsHCY7DaOUvjFr1q+ladOm2UoZI5O/vHuiLdYuxZCUtq7I672RbJn5e6afjxCC9j6dKJzarph5KVZuWUOHdh2y/Fw1NTVxcnLCyckJS0tL1q1b95EDqK2trZCjoaGhmDLW0NBIE/v2YV8fbgshmDRpEoMHD85QH3Nzc86dO0dSUlKmo4AjR47E1taWAQMGfHSsWLFi9O7dm2XLlmXY/h19+/Zl9uzZWFhYKPb9/PPPNGvWjJ07dxIREZHmn9g75y6j7fTQ1tamcuXKeHp60rBhQ6ysrPD19eX69evUqlUry/ZfAqXKFMFlqCPr/tDAOPoou0aMot38uegU/tjBl/l8UIXNex8HBweioqJ48uQJ+/bt48mTJwQHB6OtrY2pqSlv3ryhevXqhISEsG/fPqZOnUrz5s3p3Lkz5ubmBARkO+JBRol80VPA71OnS2eKtGtD9MpVNDGBHjW7EnWjNJMOzuV/G/4g8P45duUyfiIvUfXImzro8O5J+P0E3++ebPOj3dWrVwkPD1dsh4aGYmJikmv9Dx06RHR0NHFxcXh7e9OoUaM0x1u3bs2aNWuIjY0F4P79+2lW7AKYmZlhZ2eHm9t/gd0RERHs3bs3zXlGRkb06NGD1atXp6vL6NGjWbFiRZaLM7S1tRk1alSamMKYmBjKly8PoMhHlR0cHR3x9vbm9evXvHr1ip07d+Lo6Kg4Nn/+fJo0aYKjoyPLly+nTp068oPXe5StUIzerg48LdGce5oa+Li68vJR+ot9skKd4tvUUb4y+sjJ6J+ybN6HXLlyhaSkJEqUKEFMTAylSpVCW1sbX19fbt++DcCDBw8oXLgw3377LePGjSMkJIQaNWrw5MkThQOYkJDApUuXctS3TP4hO4Dv0XT4MMq3aknsug18Va88w5p1JC7cgqWbV2Dp0oBfl/8mx92oAadDzlA0ShdxLEbxKhqly6ngzHPq5rZdbGws/fv3p3bt2lhZWREWFqZIqZIb7O3t6dq1K1ZWVnTt2jXN9C+kxBz27t0bBwcHLC0t6datGy9fvvxIzqpVq3j06BFVq1bFwsICFxcXSpUq9dF5Y8aMyXQ1cOfOnXn79m2Weg8aNCiNozh+/HgmTZpEnTp1crS619bWFhcXF+zt7alfvz6urq6K6W5HR0ciIyNxcHCgdOnSFCpUSOEcyvxHpcpGdO9Xj5cGLbhcsij+w4fy6MoNVaslk08o2+bBfzGANjY29OzZk3Xr1qGpqUmfPn0ICgrC0tKSv/76i5o1awJw4cIF7O3tsbGxwcPDg6lTp6Kjo4OXlxcTJkzA2toaGxsbOZ2MGvFFJoLODCEE4YuXkvTqFTUnjmPp2k1suboZLT0tkt4kMqbJYDplI34iv1CH+Du5FnDu8fT0JCgoiKVLl6palQJPQUsEnRuysn1XLz5k5+ZgnsV50/z2M8xGjcessX225atLfJu6yldGH3ItYJmc8lklgpYkyUqSJG9JkmqqgS5UHfYDSW/ecHPVGjZ5r6Js3UoAlLGtxMzlc+UfpoyMjFpQw6IM7bvZYGzQBW/TItxYOJez23xUrZaMjEwBQGkjgJIk1QcWAsnAGSHEqA+OuwCnhBBX0mmrtBHAdyS+esW/w0bwj+YTrrcqr9gfefY239frQ9+uBTsvWUFCfhqWSQ95BPA/zp6+w9H9l7mWuINO159TpHFLGg0bJMdOFlBkmyeTGXll+5S5Cvg24CyEeCNJ0kZJkiwBM0BLCOGlRD2yhZa+PuuSXtEpSiL89wucefgYXRMThEYMi24vp0fH7uhq6ahaTRkZGRnq1K9E/NtEdP7twdXuNzHddYSjjx7TzG38J6WJkZGR+XxR2hSwEOKhEOJN6mYCkCSE8BZCeEmSZAK0AvpJkqSrLJ2yopSJOd66xbF8lUCFF7GUS9DFzMCGkua1mH30T5U8oalD3Uh10EFGRiYt9ZtUwaZeRXRvVCO6X1cePg7j0MgJJL5+nWGbgl7nVq4FLCOTe5T+aChJkhVQUgihKC4qhLgN9M6snYuLC6ampkBK/jIbGxtF4Oy7H1Beb8+Z8TNCCFpaWGJrVIJ7Lx6y/egeVm3Ywaaj21mhX4YfGnXNt/7VdftdclBl9ScjkxF+fn6KFDTv7MOXTOPm1Xj7JolbFzQo/J0LERvXc2ToSJrMnYleqZKqVk9GRkaNUOoqYEmSjABvoIcQ4mEO2ik9BvAde3d6E77kf9QzLEbAo4fQ1JGxv87B7/x1fj+/jL5W3fjaqlHWgmRyjRwPI5Mecgxg+gghOLDzIg8fvMCkuRZn1i+jzo1k6s2YTvFqVfJJU5m8RLZ5MplR4FYBS5KkBWwAxubE+VMlQgh2/rkSuyJFAWhQqjQB27Zx/cQJnKyq0rNqb9Zf2Mrpm1dVrKlMfjNz5kzMzc2xsrLCxsaG06dPA+Dq6kpYWFgWrbOHgYFBjs6PjY1l8ODBmJmZUbduXZycnBR6SZLEmDFjFOfOnz9fkbvQ3d2dwoULp0kunV7fixcvZuTIkYrtwYMH06JFC8X2//73P0aMGAFAw4YN09XRxcUFLy+1C/H9rJEkiTadLDAqUZgH/slEFi7D0doQPGky9wKCshYgI5NKenbP1NQ0w7yi6eHn50f79u2BlDRYw4cPzy91ZXKIMtPAdAfqAXMlSfKTJMlBiX3nin3eu7CIe4skSYREPUGSJBqWq4CPmwcvr16ja4N6NC/blt9OruT6w0dK0Ukd4kXUQQdIcdBn/jwtx0/KOW0XEBCAj48PISEhnD9/nsOHD1OxYkoNzlWrVlG7du0c654XuLq6YmRkRHh4OMHBwaxdu1ZhmHV1ddmxY0emCaAXLFiQqfxGjRqlSdp67tw5YmJiSEpKAuDkyZMKx09O7ppz8jP9laQh8XUPa3QLaeNQrhuFDGuys642lxfM46r3fiDldzCob798HWn6HOLn1OkalGXzIHO7J/N5oMxFIJuFECWFEE6pL7UvDnj29GkijIrjpSVxTFPCS0vibumSPDWpxOWZs3lx+QqDndtgXtyKnw/8j0fPYlWt8hfFPu9dXPL2Zv+unJU1ymm7yMhIjI2NFbV9jY2NKVeuHJASpxgUlDKqYmBgwLhx4zA3N6dFixYEBgbi5ORElSpV2L07pS9PT086duyIk5MT1apVw8PDI90+582bR7169bCyssLNze2j4zdu3OD06dPMmDEDDY2Un3HlypVp164dAFpaWnz//fdpSre9z8CBA9myZQvR0dEZXreNjQ3Xrl0jLi6OmJgY9PT0sLGx4cKFC0CK0/eujN27EUQhBMOHD6dGjRq0aNEizShjcHAwTZs2pW7durRu3ZrIyMgM+/5ckCSpviRJJyVJOiFJUpoPQwhxnpSQmHxBQ1ODLn1sSUoWWJX8ihqlGrC+nhbXN60j5I+1+OzcyZXDR9jrnW8qyOQxyrJ5kLnd+9///oetrS2WlpZcuZKSuS0wMBAHBwfq1KlDw4YNuXo185mxiIgInJ2dsbKyonnz5ty5c4ekpCQqV66MEILnz5+jqamJv78/AE2aNElTklMmDxBCqP0rRU31Ijo4RJzu6yJiLoWJpOQk8dP2eeLbVXPEsxdxqlbtsyO9zz85OVkMattWHP+6sxjUtq1ITk7OlqzctHv58qWwtrYW1apVE0OGDBF+fn6KY02bNhVnzpxR6Llv3z4hhBCdOnUSLVu2FPHx8SI0NFRYW1sLIYRYu3atKFOmjIiKihKvX78W5ubmivb6+vpCCCH++ecf8d1334nk5GSRlJQk2rVrJ44dO5ZGp127dolOnTplqLO+vr6IiYkRJiYm4vnz52LevHnCzc1NCCGEm5ubmDdvnvDw8BDTpk1L0/eHODk5iWPHjokDBw6ICRMmiFWrVolly5aJe/fuiYoVK6bpTwghtm/fLlq0aCESExPF/fv3RdGiRcW2bdtEfHy8cHBwEI8fPxZCCPH333+LAQMGZHnvMyO970XqPpXbrHcvoAxQKPX9RsAS6AR0S93nAtTMpP0n3SMhhIiPTxSey/4Vu7eEinVbNojeC/oLrz7fiq+rVhfHv+4sWlpYZvv3I6McVG3zhMjY7pmYmIglS5YIIYRYtmyZGDRokBBCiJiYGJGQkCCEEOLQoUOiS5cuQgghfH19Rbt27YQQKfZv2LBhQggh2rdvLzw9PYUQQqxevVp07NhRCCFE69atxcWLF8WePXuEnZ2dmDFjhnjz5o0wNTXNlt5fAnll++QEUbmkuG0dqo8eyeXZc6k5YSyz2w9j+K6ZjNu8jsX9BlK4kLaqVfysUUzPG+pR61kMCxs6Ur9U6SzbnXr8kNpISKX0MH/9lv27dvNVp8xL+xkYGBAcHMzx48fx9fWlZ8+ezJkzBxcXlzTn6ejo0KZNGwAsLS3R1dVFW1sbS0tLIiIiFOe1bNmSEiVKANClSxdOnDiRph7wwYMHOXjwoKI+bmxsLOHh4TRp0iQ7t0aBoaEh/fr1Y8mSJejp6X10fMSIEdjY2DB27NgMZTRs2JCTJ08SFxeHg4MD1apVY9asWZQsWTLduD9/f3969eqFpqYm5cqVw9nZGYCrV69y8eJFWrZsCUBSUhJly5bN0fUURETaeGdF+iuA99JfVZckyUMIkXVB5lygra3JNwPt2bAigAqmNiwf2pHvPX7A8boxkiThVFifvd7etO/cOT+6l8kjlGnzIGO7Byl2C6Bu3brs2LEDgJiYGPr37094eDiSJJGQkJCp/ICAAEXbvn37Mn78eCClHri/vz+3bt1i0qRJ/PnnnzRt2pR69eplqbNMzpAdwGySXr3GYjbWFOvXh7Pu07GZNpVZbUcyZu9sJv61k7kuXSikk/e390usBfwhInVxjkvq4pz6JUvjmfiGUd5emVY+EEKwtl07XLQKAVDPsCieK1fQtmOHLCsmaGpq4uTkhJOTE5aWlqxbt+4jB1BbW1shR0NDQzF1oqGhQWJiouK8D/v6cFsIwaRJkxg8eHCG+pibm3Pu3DmSkpLQ1NTM8LyRI0dia2vLgAEDPjpWrFgxevfuzbJlyzJs36hRI5YvX86bN28YNmwYJUuWJCwsLEMHMCOEEJibmxMQoPaRH/lCbtNf5RW6hbTo/V19/vojAB1dTZ76nMOhcjVCop7QpHRZZkz5mXadOuV55RC5FnDeyFeFzYP07R6gsG2ampoK2/bzzz/TrFkzdu7cSURERK7vWZMmTfjjjz948OAB06dPZ968efj5+eHo6JgreTIZoxa1gAsyxrZ1WHD9GqG/zET3+n0mOf1AlGEAbusOkZCYpGr1PkveX5wDKQ7Uuyfb/Gh39erVNLEnoaGhmJiY5Fr/Q4cOER0dTVxcHN7e3oo4une0bt2aNWvWEBubElN6//79NLF0AGZmZtjZ2eHm5qYI7I6IiGDv3r1pzjMyMqJHjx6sXr06XV1Gjx7NihUr0jio7+Pg4MCpU6d48uQJpUqVQpIkSpYsya5duz7SG1KM95YtW0hKSiIyMhJfX18AatSowZMnTxQOYEJCApcuXcrqVn0WpKa/WgoMyk17FxcX3N3dcXd3Z9GiRWkWDfj5+WV7W6+wDpVqvWXzxu00qZaymnvjjZucjXpCS8OiLHeblSN52dkODQ3NU3nKlu/n56fIe6oK+e9Qts2DnNu9mJgYypdPKZv6LjdnZjRs2JC///4bgI0bNyocPHt7e06ePImGhgaFChXCxsaGFStW5HgG5HPHz88PFxcXhX3IDUrNA5hbVJkHMDvcunUL1zZtcbexxWLCOIINX7HuzB6qvW3PlL6N0NSU/exP4cOcRzMmTiIqPJz3n18FYFytGlPnzM5QTm7bBQcH8+OPP/L8+XO0tLSoWrUqK1euxNjYGCcnJ+bPn4+dnR0GBgYKp83d3R0DAwPF9Oq7Y56ennh7exMTE8O9e/f49ttvFYs83m+/ePFiVq1apdi/YcMGzMzM0uj14sULxowZw9GjR9HT08PY2FixeOR9WY8ePaJy5cqMHz9e4Ui8r9vo0aNZuHBhhisEzc3NqVOnDhs2bFBc2/z58xX3433dhRD8+OOPHDp0iEqVKqGtrc3AgQPp1q0boaGhjBgxgpiYGBITExk5ciTfffddhvc9KwpCHsDU9Fe7AXchRGAu2ue57evYoh21q3cn6MJWYl4mkZwcQQkJKibq0HPQaJqP7K9YWCSjGlRt8yBju2dnZ0dQUBDGxsYEBQUxduxY/Pz8CAgIoH///ujr69OuXTs2bNhAREQEfn5+zJ8/Hx8fHzw9PQkKCmLp0qXcvn2bAQMGEBUVRcmSJVm7di2VKlUCUqaBHR0dmTVrFps2bWLo0KFER0fL38tU8sr2yQ5gHhEcHMyoHj2Zbd+A2mNHs5Nwjl+5ioXUllHf2KGhoTb/kwocn1NS1PcNoMynUUAcwF7AEuDdcOckkYMMCPlh+xzbtCAuSaAZVYivmg1mw14P3hSLwdSkJON1ahJvZEKrGeMpYlg4T/uVyT6fk82TyXsKXCLogk56w/LvU7duXSYvW8rEM6e4unAxHRIrU7lcUS7H/8vynedJTk7mZ/cZn/yjzkoPZaAOOsjIFASEGqa/On7gMNOGj8K8hgMR9y7SyLojc3+aiRRXiC1OOojkxxwaMo5rYXc+ua/8thXKsEWfwzXIyKSH7ADmIW3atGHF7t2YT5vKzWXLGaRTh8LGzwiNCuanactZvWkL3rv3Zi1I5rPFxcVFHv2TUSlCCNav88KknBUAlSvY8NeanezdtJsnPnfYYv6Wl9UKccPtZ/bvOCGPRMnIfKbIU8D5ROz1G4RNn0nx/j2Y8+II/otOQ6FYir4x4ozfoTxfbfc5I0+HyKRHQZgC/lTyw/bt3uXDrr9DMSlnrdh3PSIYy7oVGTHmW77t/y36zmWwi9enlt9dbtT9ij4je6CvJ6e2UhayzZPJDHkKWM0xqGpGbfepPPtrG81uFkPoPaNYES2evImWRwFlZGRURtCZsyRqRnLz0T+KV7L2I074n+K0/23+3vg3S3rNxKBRXU60L0+18wdZPXYh4XeeqVp1GRmZPEQtRgAlSWoF1AXKCSF+TOe4ykcA/XKZCyr25i38fxrNyqSHSDejuG1egvh7elw4dTRXo4C51SMvUbYO8tOwTHrII4Cfzvu/5dgXb1i/PIAalmVp1qYGkiRxINyPA2f20PFYHBFvDSjlMoivmlbPtu3Kb1uhDFukimuQbZ5MZhS4EcAsamIeFELMBj67OQbP/f/gEXkdrfAoxlS3xOBuDC9EDAv+2Khq1QoMJiYmSJIkv+RXmten5GKU+RgDw0L0G9qQ8LBHHPa5jBCCNtWc6Oc0gM0t9TCtoEnSqsX8tsKPV3GZV3mQkZFRf5Q2AihJUhnguRDijSRJG4E5gBmgJYTwkiRpJHA6vVVykhqMAOaWr7t2507STfpE6dGoRGn+ffKQv8vG8+K2EXu2baZWZSNVqygj89kgSfII4KcS9zqeDStOUcGkOG06WSBpSIQ/ucVc/9/pcr8YhQKu80+VVrgOaUvVCsWUqtuXQur3WOU6jB49mgULFgAwf/58YmNjc510WJ0wNTVV5DJ8nzVr1rBw4UIkSSI5OZmZM2fSsWPHNPles0NERATt27fn4sWLafIg5hXpfT9yY/uUNgIohHgohHiTuqmoiZnq/A0F7IH6kiR9NsYbwNyyGkXCYmhoVAqAhsalKRP6lDp2pZnlGUhE5AsVaygjIyPzH3qFdej7gwOR92LYu/08Ilnw6Op9Dkzayt4Kr3nQtgbtb+7nr3mb2PvvLZU7Kl8SQgg8cpFOLDftdHV12bFjB1FRUTlVE+Cj6kIZVRtSF+7du8fMmTM5ceIE58+f59SpU1hZWalarXxF6YtApPRrYv4uhOgthFiU0eNuXpVDyu32okWLctXe0doem8KGnH0a9e76MdHTp1DIebo3LYr7nwHs2LU/2/LevVf29b+/rYr7n972h/dEFfrIn4dqPw8/v08vh/Ql8/59fZ9Cetr0+b4BUY9j2b0llIYNG/HnkhVsH7GGswZvCexUjbYvznJvyzZ+/etMhlPCGcnPK/JbvjL6yIn8Pbv34nvwLD579uWoj9y009LS4vvvv2fhwoUfHduzZw/169enTp06tGjRgkePHgEpVYL69u1Lo0aN6Nu3L56ennTo0AFnZ2eaN2+OEIJx48ZhYWGBpaUlW7ZsAWDYsGHs3p1Snq5z584MHDgQSBmRmzJlykf9DxkyBDs7O8zNzRWVlCBlZM/NzQ1bW1ssLS25cuUKAE+fPqVVq1aYm5vj6uqariP8+PFjihQpgoGBAZBS3ahy5cqK49u2bcPe3p7q1atz/PhxIGWkz9HREVtbW2xtbTl58mSm9zQ6OppOnTphZWVFgwYNOH/+PACWlpY8f/4cIQQlSpTgr7/+AqBfv34cOnQoU5mfhBBCaS/ACPAHyuSwnVA1vr6+uWr3y4SJ4qcuXcXILl1F36ZOwr5sOTH06w5icOvm4sC334hdO/3FdzMPieiYuHzVIy9RBx2EUA89ZB3+Qx30SLUVSrVr+fnKb9uX1Wf29k2C+OuPk8LrryCRmJgkTpw4IUqVLiUmb5kpJmybIgJHjRE+P04VP0zfJ8LvPsux/E9FGd85VVxDep97cnKy6Na5v3AftUt069xfJCcnZ0t+btvp6+uLmJgYYWJiIp4/fy7mzZsn3NzchBBCREdHK+T8+eefYvTo0UIIIdzc3IStra14/fq1EEKItWvXivLly4unT58KIYTw8vISLVq0EImJieLhw4eiYsWK4sGDB2Lz5s1i7NixQggh6tWrJ+rXry+EEMLFxUUcOHDgI93eyUtMTBRNmzYV586dE0IIYWJiIpYsWSKEEGLZsmVi0KBBQgghfvzxR+Hh4SGEEMLHx0cA4smTJ2lkJiYmilatWomKFSsKFxcXsXv3bsWxpk2bKq5x7969onnz5kIIIV69eiXi4lL+d1+7dk3UrVtXCCHErVu3hLm5uRAi5fNt166dEEKI4cOHC3d3dyGEEEeOHBHW1tZCCCEGDx4sfHx8xIULF4SdnZ1wdXUVQghRtWpVERsb+9H1p/f9yI3t08o/1zItUkpNzA3AWCHEQ2X1m1fkyZvu1AAAIABJREFUdhXYh/UWr127RvXq1QHYumoWJbcso03LvkxbGcDsYY0xyCLXlqpXAKuLDqAeesg6/Ie66CGTfbL6zHR0tfhmkD3bPIPYvj6Yrt86cPCfg3z11VeMXjaZ1Y0icA0vRJ+IA8xd+oqOX9flq4amvIvkye/vhDK+c+pyDXt278VQtyqSJFEIU/p3m05VU9ss24XfCkZPqowkSRTRMcNnzz6+7tAuW30aGhrSr18/lixZgp6enmL/vXv36NmzJ5GRkcTHx6cZKevQoUOac1u2bImRUUqs+4kTJ+jVqxeampqULl2apk2bcubMGRwdHVm0aBFhYWHUrl2bZ8+eERkZSUBAAEuWLPlIr61bt7Jy5UoSExOJjIwkLCxMMV3bpUsXIKU6144dOwDw9/dXvG/Xrh3Fixf/SKampiYHDhzgzJkzHDlyhFGjRhEcHKyYWXhfbkREBAAJCQkMHz6c0NBQNDU1uXbtWqb388SJE2zfvh0AZ2dnnj59yosXL3B0dMTf3x8TExOGDBnCypUruX//PsWLF0dfXz9TmZ+C0hxAoDtQD5ibahxyVBPzc+Gd8wfQZcB4lmp5YHtwE01sWjF91SmmD3agkI4yPxYZGRmZjNHW1qTHADu2/xXMVs8zdO9vx4kTJyhdujRXnt9kmYYnA0tWZaD/fv45mMjFG1H82MMGPV0tpnnMZLrbFD6z0G6lI0RK9RYL0xQnpKqpLRcjdvDz/GmZ3lshBD26bsfCJKWdSTlr/vLcRvuvv8r2ZzJy5EhsbW0ZMGCAYt+PP/7I6NGj6dChA35+fmnCLz50WLLjwJQvX57nz59z4MABmjRpQnR0NFu3bsXAwIAiRYqkOffWrVvMnz+fM2fOULx4cVxcXHjz5o3iuK6uLpDi0OU07lCSJOzt7bG3t6dly5YMGDBAcW3pyV24cCGlS5fm3LlzJCcnU6hQoRz1944mTZqwbNky7ty5w8yZM9m5cydeXl44OjrmSl52UeYiELWriZkT8iMOREtTC5dvxrG3bVnKXTtOvXunmOMZSGJSslL1yCnqoAOohx6yDv+hLnrIZJ/sfmZaWpp062+Hto4mf685Q4XyFSlcuDC25Sz42WkkG0pF8vTrerS5+Q8VH11l5MJjLF+7lQ3b/mFXDuPV8kN/de4jO/LfH/0D0ozm5Ue79zEyMqJHjx6sXr1asS8mJoby5csDsG7dumzLcnR0ZMuWLSQlJfHkyRP8/f2xt7cHoEGDBixatIgmTZrg6OjI/Pnz03WAXrx4gb6+PkWLFuXRo0fs378/y36bNGnCpk2bANi/fz/Pnn2c1PzBgweEhIQotkNDQ7NMNRUTE0PZsmXR0NBg/fr1JCUlZXn9GzempIDz8/PD2NgYQ0NDKlasSFRUFOHh4VSpUoXGjRszf/58mjRpkuW1fQpyJRAVU6yQId+3+5GNLQwxTX6CdcgelqwPJDlZXlknI6MOSJJkKUnSL5Ik7Ux9/ZK6mO2LQlNTgy59bNEvosPm1YHEv00ZBTEtXoGZLcbjXySaSz3qUv3aCfpqXee33zeiKWmzfM0WeaXwJ5Je9ZYkrYecCQzJl3YfMmbMmDSrgd3d3enevTt169b9KJVKZnTu3BkrKyusra1xdnZm7ty5lClTBkhxjhITE6latSq2trZER0en6wBaW1tTp04datasSe/evWnUqFGW/bq5ueHv74+5uTk7duygUqVKH52TkJDA2LFjqVmzJjY2NmzZsoXFixdnKnfo0KGsW7cOa2trrly5kuVop7u7O8HBwVhZWTFx4sQ0znP9+vUVM4SOjo7cv3+fxo0bZ3ltn4JaVALJioKcBzArLly4wOHDh7Ht5MCOCz64XivOnXM3iGzdh0F9GspTJzIyOSCv8wCm5ix9AewH3gX4VAe+AooIIfrkVV8Z9K92ti85WeCz7RxPH8fS+7v66BZKiVt+9vI5y0M2ImJf0WDXLXZfuM7NRxFElLVj0k/f0KtHRxVrXnBQhzyAMupLXuUBlB1AFfPo0SMcHByYMmUKmraG3I95QM/7Zbi5ax8xHV3o3qeZqlWUkSkw5IMDWEII8TSnx7IpuxWZlMBMPUctbZ9IFuzfeYEH92Lo81199ArrMGfOHI75H6Ore18OhPjyep4/k83NGXcpnCijymzftBqraiVVrXqBQHYAZTJDKYmgJUnqIEnSekmSQiVJOpv6vkMu9C3w5FccSOnSpTlw4ABTpkzB+IEeSUJwykKH6t+5YLRjFfs902YPV4c4K3XQAdRDD1mH/1AXPfKS9x08SZJqSJLUTZIkmw+PZYSk5iUwc/uZSRoSbbtYUtG0OOuXB/A69i1jx46ldKnSLHCZwd2Dj3EsWYKzT6PoUtKQYrqFGeWxgr/2hWUa46ws/dWpj8/xdyNTMMjQAZQkaRdQC5gHNAAcUt/XliTJWznqfRlUr16dnTt3MsBlAE6F7Th1N5h71Q0wmzAeTZ8tHEutGyyEYP3qNfKToYyMkpAk6UDq3yHAKsAamCVJ0vRsirgNOAshGgOlUuMJO0mS1C1V7kgg+1H0aoQkSbTqYI5ZjVL89UcAb+KSWLNmDYX1DYk7EYBjqZTYLodSpSn3IAib0m+4cT+GictO8PDpKxVrLyMjk+EUsCRJ2kKIdNO7Z3YsP1DXaZC8ZteuXQwbNoyDp4+w4MwqpjYdgbgfz6VfZmFsY0VU9Qp4TpzMwLm/0q5zJ1WrKyOjduTDFPBhIUQLSZL8gJbv7J4kSSdSnbqcyPIE5orUKkipJTAbA4HA4vSMXEGwfUII/A9e41LoA/r+4IDfkX1cnDufJqXLKs7599FDtMuXYviGzewNvM+2I9f4vpMlTW0rqFBz9UWeApbJDKXEAEqSVJmUmr133ttXRwhxNof6fhIFwQjmFTdv3qRKlSqcvBPMxnM7mN1yIvcjYjg7/Ve2Bx9mVI1a/Pb4IdsD/pUXiMjIfEA+OIB/Ax7AWGChEOKiJEnlgY1CCKccyLECZgshspeB9792on///piamgJQrFgxbGxsFMmD300fqsP2iSPhbPt7D9dvHiTu2W209LWJfh4LQBFtHUqjjU0VU2oPdKW2VVPmbwhC89VNvnasQptWLVSuvzptN2vWTHYAZTJEkiR8fX3x9PQEUkrgeXh45J0DKEnSBKAjkAjcAAYLIeIlSToqhHD+JO1ziDo4gH5+fkqvdLDpvDfhT28xpekIfl+6jjebVqOnqcmr5CQsx49T2SigKu6Fuuoh66BeeuTHIhBgEWABWAL3gZvASCHEuWzKMAK8gR45rYKU37Yvrz+zU8ducGBPCFdf/0OCeEWo/1lsmtQBwKxUJZonxPP0RRSlR3xHg0oOrNp1kYs3nzLu27pUq/hxdQZl66+KPtKTb2pqyu3bt/OtT5mCjYmJiaIayTvyehFIRyFEQyFEE+Aw4CNJkiEgDzspiW8sOqCjqc26s9vw27SKhqVKA9C4ZGnWzJolPyHKyOQzQoinQoi+pKzWrQBUF0I0y4HzV6BLYOaUBk3NaNe5HvXL9qRzwy4YUIr+bb/F64/N/OrxKy2mz6O6cRWil//F/H//R7evytG3bS08Vp1ih2+4nP80lYiIiDyrJ+3r65vvNavzuw9ZftrXh85fbslsBDBACOHw3nYLYDpgIITI0ySokiTVAtoCVYARQojkD46LjPT83HkV/5p+vwyi3pG7OJYsrdh/6vFDTPr0otvw4SrUTkZGvcjrEcBM+ukkhMhyMZwkSb2AJcCl1F05KoFZUG1fyKnbjPjxJ1o6DuRixA62bl+riFsSiYlcnjmHx7xio2UCbWs2p0HpxizefA5dHU1G9bLFyDB3JbVkZL5U8noE8JQkSWbvNoQQh4FR5HIEMIt0CJeBZ0BxoOBZu3wk7NwlnhwK54j0ksnhNxgXFsLkqxEcevaaIytW8fTUaVWrKCPzJTI0OyeJAl4CM7fce3SBapXrIkkSBtpVFKXH+vTpw/pNm6g5aTwlkwrx0+3yhEfd5LczixjQsyw1TYwY+ZsfQZcfqfgKZGQ+fzJ0AIUQo4QQNz7Yd1oIYZnLvjJNhyCEWAscAQxzKT9fUVWupgoVKnD+yg3iTCrxoFIy2r0seVA8gajyFsRWtefG8j+J3P+PUnVSl7xV6qCHrMN/qIseeYkkSa8lSbr2wSscaKhq3fKC/PjMhBCsX+eFaQVrbt29gGl5G1Ys24gQgmnTpjFt2jSWLl9OrSkT4Uk03cK06VL7KxYFrCKu5FlG9LJgmdc5/vS+QEJi5rVV5TyAqpevjD5k+flDtmoBp+aqUvzNDUKIh0KIN6mbCaSsLvYWQnhJktRCkqTxgB0Ql9s+PkfKli1LQMBJwo4EUN7WBAkwaW7GpBFdqNCyH5ea9+XB7j3c3rCJgjhVJCOj5kQAlkKI6u+9qgFfxEhebtizey+GulUVWQokSaK4fnUWzvWkZs2aHD9+nD/++AOPWbOoOXUSr27eouyh88xvM5Wk5GRWX/0dl95GPHkex5jF/tx99FLFVyQj83mSrVJw71b+5sUK4NykQyiocTB5hRCCpp2bU/qb6oo4mhd77uH15w4mLjtBi9pGVPH9m8IVy2M2bAgaWlqqVllGRiXkwyrgTsAxIcSzD/Y3FkKcyKt+Mum/wNm+aVN/4XbEQ6T3ooUSEpKIjUlk+LBRtGhXiydRT2jTpg2NGjViwaxZhLlNp5i1FSb9vuXyk+usDNpIecMyVBGN2HHoHv2+qkWr+iZy6isZmQzIt1rA7zmAvkKIXBenzW06hIKUCys/tmfMmsHOy/9g1t4CgMeX7hN9/Qnju42gdbNO9B2zlDZ25Wj19DYiKYmHDvZo6uqqjf7ytrydX9t+fn6fnAtLnSmIDmBGvH4Vz5Y1gRgW06NjLxtevYpl4cKFTJ06FfE6jotTp1GiQX0q9f6G+KQEvC8f4J/r/rSo2IJ/fbWpULIIw7tbY1BYR9WXIiOjduTq4Tc7S46Bo6l/fXO7bBnQAvYB9rloK1SNr6+vyvqe6D5ZdP3hG9FtSC/RoE1j0W1IL+HUr7Vo0L+ZiHoVLW49iBF9pu0ToVciRfj/fhdnR40Tb589yzd9VHkv3kcd9JB1+A910CPVVuRLKgdScv8p/irjld+2L78/sw/lx8cniq2eZ4Tnsn9F3Ov4NMfePnsugoeOEHe2ein23X3+QEw9PE9MPvirWLDdTwz45R9x8UZUhvLzA2Xfo4ImXxl9yPKzJje2L1sxgO/7izk8/326A/WAuZIk+UmS5JBVA5kUZrvNxOuPzWz7fROzJ/zCtt834bvuAJMmTsTDdyFFiiYxvq8d8zadRbNLb4zs7bgwYTJxDx6oWnUZmc+JDh/8lckh2tqadO1blzLlDFm79F9inr1WHNMpVhSLX9x5fNSX+7t2A1ChaFk8nEfTtHIDLmn4YNEwitnrT7HpnyskJiax2nO9HPssI5NLsjsF7CuEaPapU8C55XOaBslr9lw5zMEb/rg1G0nY1des9Qlj7nBHks6c4M6mv6k1eSJFqldTtZoyMkohP/MA5lUoTA77/Gxt36ljNzh17CbfuNpTplxRxf63T6K4MOVnynfsQNl2bRX7o+OeszZkKxHP7qHzsA43A69xym8Dv8+bTeeO7VVxCTIyakNe5wF8n7Yf/JVRE76u2YLWVZvgcXQhtasX5uvGVXBfFYCBoxNVhw0h7JdZRAcFq1pNGRkZmTQ0aGpGyw7mbFhxipvXngAQHx/PoFEjMfrhe+7v9ObhwcOK8430ijGm0ff0q9OVV6UCufvmMAaVtZn4yzxevo5X1WXIyBRYMnUAJUkqLEmSjhDijSRJ9kBzSZI0laSbWqEueXw+1MPf35/wfRdoU80Jd9/faFyvGNbVSjJz7WmK1KlD7amTuL70d4UhFUIw8+dpnzRtoq73QtZBtaiLHkrgsxmSy+/PLCv55jbl6N7Pjp0bQzgfdBcdHR3q1q1Ls86dKOzSj7t/b+Gxb1oZ9cpb0yypHs/vP6Fc/QrEF3pJ+4Fz2HjgCrH54Aiq+h6pu3xl9CHLzx8ydAAlSZoAhAAhkiTNASYC3YA1StJNJhuYmZmxaNEingc95Kvqzkz3W0SH5mUx1Nfht00h6FerhuXMX7i/fQd3/t7K3p3eXPL2Zn9qjI2MjEy2kT74K5MHmJiVoN+QhvgeuMrxw+GMHDkSd3d3mnfvhtSzOxHrNvDk+L+K84UQzFv4O2XtKiEBFRqX5XXiCZ48f8X3s4+wYf9leURQRiYbZFYL+DTQANADwoQQpqn7jwshHJWmIZ93HExecOnSJZydndm0aRPxFTXwuXaEyY1HsGTDVapXKs6gDhbEP3/OJY8ZLDjmyw8VTPBMfMOfe/fKebVkPivyOQawUOpsSCHxX1L7fOVLsn0vY96wedVpypsUp21nC3bt3sXgwYPZ9vsf6O3Zh9kP31PCoT47vPcw5lcP7H6yU+RFDV0bQFfXngx3GsaOozc5dTGSNg6mdGpaFUN9OW2MzOdPXscAvkpdXfwauPne/oRcaSeTb5ibm7N161Z69epFuTgjvq7RglnHFzP4m6oEX3nELv8b6BQrxt0G9bAtVBhJkjB//VYeBZSRyQZyKIxyKFK0EP2HNeLZ09ds8Qyi3Vdfs3nzZnYc96f2tCnc+GMF0UHBbNq6hQqOZdJUGiljXYGgE2dYcW4l/TpU4beRTXnxKp4f5hzmr31hxMS+VfHVycioH5k5gDUlSVopSdKfH7yvoSTd1Ap1mcPPSI+mTZuydOlSunbtirNJQzrUbMX8gKUM71OdnX7XOR56j93r1mFvXBKAeoZF2bFyRa5iAdX9Xsg6qAZ10SMv+dxDYdQt9km3kBa9XO0prK/DX38E0MC+MYsXL8bArAq1pkzk+pKlOJQ1pvTLIohjMTzadA1xLIbSLw2xM6qFVZlaTDr0K7E8YXh3GxaOcuLFq3iG/HoET59LuXIE1e0eqZt8ZfQhy88fMqsZ1uu99xsyeC+jRvTo0YPGjRujo6ND62pNkSRYGrKc4X0GMXnKStq8eoNUTA9IeWo2f/ma/bt281WnjirWXEZGbekC1CKdUJhPFSxJUi1SMitUAUYIIZI/VebngKamBh16WnPsn2us+d8Jen9XnxIlDShSozo1J46HOXNxHT+Vohbm+Pn5KSrEvMOkWAVmH19GP+uuNK3cgOHdbejRojpeR8IZ8usRWtU3obNTVYoa6KrmAmVk1IRs5QFUNV9SHExec+j6cXZc3k/y7qfcDgmnaKEk7kc+pnK5kug8f04ZG2tmblivajVlZPKEfKgFrKh/ntH7LNrXBxYCycAZIcSoD44PAFoA36Zn5L502xdy6jZ+B67SY0A9KpgUB+D5+Qtcm/8bNSaOZ+nmzUye7vFRLPPdmAfMPbGcuuUs6WvdBU2NlBn7J8/i8Dp6Df+z92lZ34QuTlUpVkR2BGUKPvlWC1jVfOlG8FM5fOM428P207JEDyb85IaWgT4mxbTYvngml352p+qwHzCyr6dqNWVkPpl8cAAfAD6krPxt9977r4QQ5bPRvgzwPDV+cCMwBzADtIQQXqnnDAS2CyFi0mn/xdu+8MuP2LU5lK97WFPDogzPnj3Da/4CYgNOE/gwkr6zZqY7ixH79hWLT60mWSQz0sGVIroGimNRz+PwOhrOsZB7tLCvRJdmVSlepJAyL0tGJk/Jz0TQXzzqMoefGz1amDnSrfZX7L67Dj3jwiTqXOHO8yT2BZ1NiatZ+jsxl8LyVYf8QB30kHX4D3XRI4/pBWwkJfTl/fe9s9NYCPHwvRXDCUCSEMJbCOElSVILSZLGA3ZAXN6rnjUFIfapWq3S9P6uPnu3n+fMvxFIksRa36McuHubhsWK8/evv5KcmPhROwNdfSY6DsO0WEUmH/qVO8/vK44ZF9Pjhy5WLB3XjMSkZIb+epRVuy7y7MXHi7sLwj1SpXxl9CHLzx+ydAAlSVr8wbZHfigiSVIPSZL+yA/ZXzIHDhxg8eLFOFdpxNPTz4njMjYD7IlPusOUOav/z955h0dZdH34nvSeTW+kkBBKaKH3LiBVFKTYQMWCvX2+KAqCIqgvor4qoAhIFxFCqErvEFqoAoGQhPTeezLfHwkhQALJZje7wHNf1167z7PPnDlbMjl75jdniDBQ0fi9d7j01Tdkh1/TtbsKCnqFlHJvdbfa2BFCtAKcpJQVv7SklDuklF9LKV+TUiqF6+6Cu6eK59/oRsj+cI4fiOO9N9+ij4MTCEFrYcjPj48k/fSZO9oZGhjybOBIRrcYxvQ933Hk+slbnnewNeeVx8sCwVIpee3rXfwadJbU8kBQSqnsN6zwwHK3OoBWgC2whrJVb4KyRSO/SSn717qju2hhyksr2AL9pJSTq2j70E+DqMv169fp2rUro8eMY/upWGw7ZOLWxoO4U1FkXrDC0aYVo58YxjCHTGKW/E6LL2dg7uama7cVFNRCm3UA1UUIYQ8EAaOllPG1bCvHjx+Pj48PACqVisDAwIqFDzcyCw/L8bat29m19SIit5DBiYf4+uxZBro6c8wA3m7ekvOyFLdBAxnwxBN3tA9PjeSd+R8T6BrAZ89/hIEwuMN+8OZ/2Hcqmph8V/q09+TaifWsXredubMmM2L4EJ2/fuVYOb5xvGfPHpYsWQKAj48P06dP15wGUAgxHpgABAKnKAsAC4F1UsoFtemk3F61Wpjy+wJgKDBBShl9W1slAKwDZ8+epVOnzjgHeNHhg143i6cuOUSXx/rQTPU4V8KLmOSVBfu303LWTEwd7HXttoJCrdG3AFAIYQQEA59JKUPUaK+MfbexcW0QZ7deIyo+gnOxYQw3zwVRSsC7bxGIATFBwbgO7E+DUU9gaG5+S9v0/Ey+PfgLliYWvNn5eSyMzavsIy0zn7W7wvjqi09o2vN50s//wc6NyzA1uVvhDAUF3aFRDaCU8ncpZR/gCSllXyllHynlQHWCv3J71WphpJRfSSm/A47fHvzpC/oyh6+OHy1btuTjTz/Go5fXLcVTfTo0wkPYccVsE006x/JjpDHX3FpwbtoMirKyNOqDNtAHPxQfbqIvfmiDOkhhngQ6AF8LIfYIIbpo3Lk6oO3PTBv2Tx8/SkLaQUJj/qVRo278mVlMtLMjocdP0GDUEwR+/y0FySmcfP0tEnfvQZberK6jMrNhau93cDC3Y8r2r4nNSqiyDzsbMxxFJB7+7UiJPkeJdRMGjP+SOStPEHIhnqJizVXsuR8/g/ruQ7GvHWqyCOSMEOITIcSC8mLQv9Slw6q0MDeoavpXQTPkFOZiGFHM0W+2U7onHbk3A9tkU0goYs6gqdjZGmPQfC8nAqwIKVRx7OPplOTXy25XCgp6ixDCSgjhAbQXQrgJIdyFEF5A15q0l1KuklI6SSl7l98Oa9fjB59PZs+i3/gJNG/WEyEEzZo8Qrexz/LJ7FkAmDrY0/jdt2j6n/8jbvM2zvznY7IuXa5ob2RoxMT24xjSpC9Td/6XU3Hn7uhDSskvv/+JtVsrABy8AjHJCaOxp4q/doUxfvo2vl99ipOXEikpUco3Ktyf3LMMjBBiO/AX8ArwC9BCSvm6Wp2pqYVRdDCaO05MTOTChQtVPt+oTROWn17HgT0HCThWQC8PX3p8PZ2TJ0P0xn/lWDmufLxHAzqYu6FpKYwa/StTwLchpWT0yOdp4fNEhZxlx8HFbPp7BbYqi1uvLS0lac9eIpetRBXYCu9nn8HE3q7i+YtJV5l76FcGNe7DY00HVMyQrN+wie9Wn8TGvXXFtZkxp3n3qXaMGD6E5PQ8DpyO5UBoDPGpOXRp6U6PQHea+zpiaKA3CgSFhwit1AEUQuyWUvapdB8kpRyhhnNqa2GUQbB+OZtwkaUn/qTN5nAK821o9s5/6NTSXdduKSjcE21pAIUQfaSUuzVttwb9KmPfbQRv2MSG1aF4VwrOwqNOYW5pwlffvY2NypzExETCw8Pp3LkzAMW5eUSv/YuEf3bgMWI47sOHYmBiAkBKbhr/PbAAF2snJnV4FlMjEyZ/8jmXI+IR3PwqSSSNfVyZ/cWnt/gTn5LDgdOx7A+NIS0zn26t3OnRxoOm3vYYKMGgQj2hrQBwp5SynxAimLIaWJ9KKVuo4dw44AfgfPmpj2o6HaIPg+CePXduOfQg+1EqS9kfdoik/84j2dyKlA5jePPx7liZG9G2cwdOHjmGgUFNFATaQx8+E8UH/fJDiwGgAzAJ8KQsC4iU8mVN91NFv1od+7T9mWnD/tRPPieyPDiLT4jB1cUDicTEyIxWjQfz3KQunDl3gpEjR7J06VIeffTRirZ5cfFELF5CbmQUPi9MwL5jB4QQFBYX8svxlURlxPB/3V/FydJBrdcQk5TNgdAY9ofGkJNXRPdAD3oEeuDvqbpjtxJ17KtDffxd3u+v4X63D+qNfTVZ0vSGEMIUeA94o/xWa6SUq4BV6rRVqH8MhAG9Gncn978tOPqfDzn97zJeyTqJ4dkoEktS+WTGdL78TCslIRUU9JHVlElhRlIuhdGtOw8vMypl4G7/x3pkXzi//3yI5yZ1ZcOGDYwYMYIffviBMWPGAGDu5kqzjyeTHnqa8IWLiNu8Fd+Jz2Ph5cXrncaz+fIupuz4mre7vEhz58ZIKVm0bDG9evWqNoCrjIeTFWP6N2FM/yZExmeyPzSGb1eeoLhE0r21Oz0CPfD1sK2wdaPOYE3tKyhoEmUruIecdevWERMTw5tvvlntNYXpGZye/BH/+jsw45/12FlbkBKVw5UjZ3WeBVRQqIwWM4AakcKo0a8y9tWSkAPXOLznKs9N6sL1mKsMGjSIqVOn8sorr9xynSwpIW7r30Sv+RPH7t3wHDcGY2trzsT/y/+OLGZk88HkXUzns4VfMuOlKTw29M7t5mqClJJrsWXB4P7QGIwMRUVm8OTRfXz61SK+mPwiI4YP0cTLV3hH1h7bAAAgAElEQVRIUfYCVqg1kZGRdOvWje+++45Ro0ZVe11+YiIHXnuTn3Ii4VoKkS3seLT5o3w5fUY9equgcHe0GABqRAqjRr/K2KcGxw9FcHDXFZ59tQup6XEMGDCAhQsX0rdv3zuuLcrMJGrlalIOHcFz7GhcB/YnIS+Vr/fPY9+vf9NwdEtyN8exaWlQnbN0UkrCrqeXBYOnojmydQGNuo4n6+KfbN/wOybGSp1BBfVQ9gLWIjdWHuoaTfvh7e3Npk2beO2119i/f3+115k4OvJZzGUMw1Loa++KVVQWq/f8RUlJiUb9qQ368JkoPtxEX/zQEpWlMF1QUwqjb2j7M9OV/fZdfejez5+lPx/CztaV48eP06dPnyqvNbaxwe/Vl2k+YyrJBw8R+u4HmIXH07mgGZZN7Dkzby/ZnqUs/WtFnf0VQtDYy44Xh7dgeOsinLzbkBJ9jkLzRvR7ZiZTFxzir11hXLmeTkmpZgL/+vi7fFC/R/eLfXW5ZwAohOhefu8hhPhGCNFW+24p1CeBgYGsWLGCUaNGVZSIuZ0pn00jx82Yjq4uIATDjOxxtrdk+IfPUSqVOlgKDzZSyn+llAVSyitSyneklHt07ZPC3WnXxZteA5uwdN5hSotN7pm9s/TxocUX0/EaN4Yr//uZrGUrscoqxOlaJoZFxcxePIev98/jfOLlOu8NLKXk16VrsfUorzPo3QaL/Ks82sWH5PQ8vl11gmenbeXLJSFsOXSNmKRsZT9iBY1Tm1XA84H9wCQpZfd68e6mD8o0SD2wbNky5syZw8mTJ+/Q9nUf2I/8i2F817p9Re2tuefOoGrhScM3x/JRv4kYGhjqyHMFhTL0bSu4uqKMfXUnNOQ6u7de5JlXOuPkal2jNkHr13J6ywrO7T7H2wEtmRL/L8YDmtDDpxPp7oUYGRoxyL8P3b07YGJoXGuf7lVnECAlI4/TYcmcDkviTFgSAK38nWjt70Rrf0ccbKvexk7h4URbZWD2Sil7CSGWSSmfvSGCrpOntUQZBOuPlJQUHBwc7ji/eX0QYT/8jw42qopzIWmpSBtbGjhZEz24JW898R5GhoqGRUF3KAGgQlWcORHNjk0XeOblzji72QAQGxuLra0tlpaWd1z/0fQpHDl6gEfTS+ju5MLhxHgOWhvStFsPZk79nDPxF9katpurqRH08+3OwEa9sLdQ3WGnOmpTZxDKMoaxyTmEXk7idFgSZ68kY2djSutGTrTyd6JlI0eszO8MRKWUTJ0+kxnTpmhtlXF99KFwb7SlAYwRQuwHtgshDIGHMs2jL3P42vajquAP4NTRo0TY27HWSDA3LZm1RoJIJwdymzfFqeNAWq05zh8zPyAvp/o9hDWNPnwmig830Rc/tMGDKoW537VPNbXfql0D+g8LYPmCIyTEZgKwYMEC+vfvT1pa2h3Xfzn1C/ywpJujMyeTk+js5IJpRCIT3X2R+QUEugXwUc/XmdHvA/KK8nn/78/57vBvXE4Or5E/s7/4lHXLf+Kv5T/y5sRR/LX8R9Yt/6nK4A/K/rl7OFkxpFtDPp7QkeUzBvHeuHY4qMzZcugaL3z+N+9/v5elWy5w+nIShUVl2uyg4M0s//NvNmzcUiO/1KE++tCX75G+2leXe6ZrpJRPCSHspZSp5QHg2HrwS0HPuLHPJlRd1HKtRxOK/v6Fg6++Qss33sKlU+d69lBBQatMB/oBn1ImhfkBqFcpjELdaNm2AQZCsPyXIzz9Uic+++wzsrOz6dWrF3///Tdubm4V124J2kCLvAKETdk0qxCCTu7u7A45SmDIMfxefRm7dm1xt3bhhXZjGNtyOLuuHeKHI4uwMbVmcOM+dG7QVmszIoYGgkaeKhp5qhjV15+i4hIuRqQRGpbEsm3/EhWfib+niu1rl+EaMJC581fiF9BR4xk6KSXfL1iFa8BAFixZw2PDBitZwPuImkwBNwVmAf5AGPCxlPLfevCtsg/KNIieI6Vk/rrTxIavpce5a7g3aYn/yy9h6lh1RlFBQRtosQyMTqQwytineS6cjmXr+nM8NbEjrh62zJo1i0WLFvHPP//g6+sLwBeTPyI5LIzKXyQJOPr788bYsVz5eT42TZvS8MUJGNvaVlxTWlrKibizbLm8i9isBAb49eQRv+7YmtnU62vMySvi599Ws35vOA5egSRHnsLDyYpGLTT7w/zKucPEJOXg6N2G5IiTtGvmwrjRIwhoaI+dtZlG+1K4O9rSAB4G3geOAh2B76SUndT2Ug2UQVB3LF++nIyMDF5//fV7XltSKpm9NIQEw8MERl4l4GImnk+Own3oYIThQ6kcUKhntBgArqRsG7hfKasDuFtK2VPT/VTRrzL2aYGLZ+PYvPYM4yZ2wt1Txbx585g5cyYnT57E2dn5nu1L8vOJWvUHSXv24fP8czj16nlH5isqPYYtYbs5ev0kHTwCGdy4Dz52ntp6SbcgpWTwyAkY+jxesWivJGI9W/5aorEMXVV9JJ1exaCx73AxMg1bSxOa+zoQ0NCBAF973BwsleygFtGWBjBFSnlISllSvndvinruVY8Q4h0hxBQhRPWViHWMvszh17cfXbt25csvv2T9+vX39MHQQPDB0+0xTW/LpWYt2Tq0AUkhRzn9/odkXbpccZ2UkpmfTq1zWQN9+EwUH26iL35oAynlU8BjUsql5ac0IoURQowWQszThC11uN+1T+rab9rSjaFPtmbVwqPERKUxadIkgoODcXJyqlEfhmZmNHx+PM0++YiY9Ru4MGMm+YmJt1zjpfLg1Q7P8P2QGbhZO/PV/nlM2/UtR6NPUVJaptGTUvLci+M1XuIlKHgzuaZ+CCFIvn4WIQS5Jn4a1elV1YeZU3MCXVJZOWMQk8d3wM/DlpOXEvnop4NMmPE3s5ceY+P+cMJjMmpV51Bfv0f6Yl/d709NBAo55QNUCNAeSBJCPFXe6cqadiSE6ATMBUqBY1LKdys9nQqYArVfT6+gVXx9fQkODmbQoEG4uLjQtWvXu15vamzIpy905v/+V4hXKwsWd73M2yaP8O+sr7Hv2AGf557m7+07OB8UxNZ27Rg8Qr3tlRQU6pMbUhghRIUUBoitQbtqxz0hREcgDcjQitMKd6VJC1eEgWDVbyGMeb4DbdvWfl2PtX8jWs/5mtigYE6/9yGeY0bhNnjQLTMeNqZWPB7wKMOa9ick+hSbLu5g6am1DPTvRe6/aRy8eJTgzcFqbzVXFUePncLBMAGRsB3jtBhMTOJxMJIcCTmpsS3n7tVHQ3dbGrrbMqS7L1JKElJzuXAthfPhqWw+eI30rHya+NjTvKEDzX0d8PdUYWJ850yRtvdLfhD2Yw4K3qxWu5pMAU+r5ikppazxPmBCCFcgXUqZL4RYAcwG/AAjKeXa8mu+AT68fc5DmQbRPdu2bWPChAns3buXJk2a3PP6hNRcPvzfftr3zOZizik+7vAS+ev/IfnwYX6+epmX7J1ZUpzPr5s337d/dAr6hxangNWSwtxt3Cu/LwCGAhOklNFVtFfGPi0T9m8CG1aHMnpCB7wa2qttJy8mlis/zaO0qIhGb7yGpbdXtddeSYlgy+Vd/PzFD7R8tjMJ68LYuDQIW7Oa1Sl8EMjILqgICM9fS+F6Qha+7rY09y0LCJv62GNlbsz6DZu0ul+ytu1rGiklSel5XI3O4GpMOleup7Pil9lcOR6svb2Ab6wEVsvjO20tAb6WUl4oPx4GtAIspZQfV3G9MgjqAUuWLGHevHkcOXKkRkHb1eh0pv16mP6D4Ejifj7p/RaHl68navlKOjk5E5KeRpN331aygAoaQ4sB4CYp5dBKx1uklINraWMJlca9SudnSyknV9NGGfvqgauXElm/8hRPPtceb7+bC9dycnKqrBNYHbK0lITtO4hcvgrXRwfg+eRIDExMqrw2aGMQP4b8jn0LVxJPR2NkaESnnp1p7dacNm7N8bPzvqMg/4NMXkExlyJTOR+eyoVrKYRdT8PZzoJDm+bh3u5pEk+v5L3JMzSaMJBS8u3sqTi3foqMC2tYvngebo5WVWYidYGUkviUXK5Ep3M1Op2rMRlcjc7A0FDQqIEKPw9bYsKOsflQBPv/mKaVRSCDgS8pm55tDfwmpRyv7gsSQrQCZkkpaxxq68MgWFXpk4fRj/T0dEJDQ2vsw8lLicxdeZInnjBj67Wt5P18glfMbCpEwwsSYllyYD+GxrWf/df1e6H4oH9+aDEA/IMyqcoNKYwV8DfUTAqjzrhX3k6rY5+2P7P7yX745STWLT/JqOfa4dPIEYC+ffvSpEkT5s2rnUyzICWV8F8WkhcdTaPXJ2ET0OyW56WUDH1uBBZD3Ei6EItTgDs5m2P56puvCI2/QGj8BdLzMmjl2ow2bi1o5doMlZorievj71IbfRQVl/LLkjWs+ucSJRhiIIvp0NyVth01t/bq5NG9HPs3kVIMobQYlZUp5i4tsLE0wdXBEjcHS1wdLcruHSxxc7TE2qLqgL46pJQ89/xEli5eeNfgtaRUEpuUfUugFx6TjrmZMY0a2OJXHvD5NVBhb2NWYfvGQpzNcx+v9dhXEw3gFMo2P98ipSwWQqi9jEkIYQ/8CIyubdsJEybg4+MDgEqlIjAwsOILd0Ngqc3jykFPffSnr8cqlYrQ0NAaX9+2iTOBbhn8+sNZurW1xzivgFM5yQC0dXQi0MiY93r1YeCkVxn87DO18ucG+vT+6OK4Np+HNo9vUJ/979mzhyVLlgBUjA9a4kbWzgtILL/5U1Yd5K7UZdwD7Y592v7u3E/2fRs74dEkn69mLOL/Pnke38ZOvPrqq7zxxhvY29vzxRdfsHfv3hrba/bRh2z46WdC3vuA/iMew/u5ZzgQEgJAelY6hT6G5FyIJT0iGefmHhT5GLFh8V9079KdZx/9lOTcVH5fv4JVx/9gkQe4WjlhEl1CI/uGPD18LIYGhjV6ffXxv+sGmrRvZCj4/ffFGLr2AAF2noEc2jmPx3o1oU+fPnW2L6Xkx1nvVth38Aok8dg8Zj3biRZtOhOfnMPf23dy6loe4e7NiU/O5fTJwxgYCFq37YyrgyXpseextzHj0QGP4OpgydlTRzAwELf0t//AYQ4cu8yGjVtQ2ZRlk7v36Mn1hCzWbdhGTHI2RqrGRMRlkJt4CXcnS/o/0pdR/fyJDQ/FytyE3r07Vdg7k3hz7Js+43MuXEvBNq4AdahJBnC3lLKPEGKXlLKvuvWvhBBGQDDwmZQypJZtdZ4BVKgbf+y4xK9ff46XURKXrlzG0sWa0pRCmjdtjpWFJY8ZGuPYoxteT43DyELZ41JBPbS9FVxtpTB1GffK2ytjXz0TcTWZtb+f4PGn2+Db2InJ//mEHTu30bFjR3788UcMa1nSqjg7h4jfl5J24hS+r7yEQ6cOfDR9CmHx4bdkhKSU+Lv6MmvazDttlJZwOTmc0PjzhMadJyk3lZYuTQl0bU6gWwD25jXfhu5+oSb7Jde3fSklmTmFxKXkEJ+cQ1xKLvEpOcQl5xCfkkNOXhHO9hYV2UIXe3P+++VUbANGk3J2NU+/PJnwmAyiErJwUpnj56Gikactfh4qGnrYVrmd392ovKXguhU/aWUK+EtABfSmbMojW0pZ9X41d7czjrLq+efLT31UXlamJm2VQfA+R0rJz3+dYd++v0m2OYRDSzeSzsTydpcXGDH0MYoys4hY/DsZZ8/i+8pL2Hdor2uXFe5DtDgFrJYUpi7jXnl7ZezTAVHhKaz5/TjWLsmsWr6OSW+PY/78n3B1dWXFihVqafPSz5zl6s/zsfT1xfflFzFRqZBS8uXUaXw8Y3qttG1peRmcjr/AqbjznEn4F0dzOwLLtYONHf0wMigLUqWUTJv5GdOnfHbfLbar7X7J+mA/v6CY+NRc4pJzSEjN4e9t2zgdloyDdxtSok7Rt50XT415jIbutpibanaXGK0Ugi43PBBoCZyXUm5V0z+10YdBcI8e6Jv0xY/KPsyfPx8hBK+88so92xUXl9B+6AD8J/hXaACv/nGag2t2Y25cpmlIP32Gqz8vwNLPF9+XXsDEzq5GfugKxQf98kOLAeBB4BHKpDAVMyKa7qeKfhUNoI7sR4WnMG7Mi/j7dCCnJIylK+YRFBTEuHHj1LZZUlDA9T/+JHHHTryfe5ZjmRnMff993p87V+3FcCWlJVxJjeBU3HlOx10gLjuRFs5NCHQLIDY0kunffsG3H32l0TIzt3M/f87asl9Zn5cSfQ6HBi00Xoy7MlopBC2E+F5K+beU8r9Syq1CiOnqu6jwoNG/f3+mT59OcHDwPa/dtHUjTh1sK778QgismzoydtZE4rOTAFC1bkXgD99i5urCqbfeI/6f7cjSUq2+BgWFGlAopczjpubv/kqnKNSa0LOHaeLbDiEEVka+7Ni+q07BH4ChqSk+zz1DwGdTid28lZXTpjHCzYO1P/1EaUmJejYNDGni6MfYlsOZNWAy3w/+jI4NAjmfcJlZi+fQoF9jZi/5lqQcje/hoHAXKhfKBrRSjLuuVJsBFEJYAbbAGmAUZQOeEbBISvlIvXmIfmQAFarn2LFjDB48mI0bN9K5c/V7TX40fQqHzx0jJikbQ1MrivOzMTMxxMjSliZPNsKf3nTxaU1AQ3u8XG3Ij4rkyo/zMDAxwe+1V7Bo0KDClpSSqdNnMmPalPtuakNBe2gxA6gRKYwa/Spjnw6QUjJ65PO08HmiYrYi5PwqNm1bqbHxZtO6dYTN/Z6O9o4cSYzHwNCIXq0DMXNzwczVtfxW/tjFGYNaVkoI2hjETyFLsWvhQuKZaEwMTOjWtzs9vDvSqUEbLE0sNPI6FKpG21PYt6PRKWAhxHhgAhAInKIsACwE1kkpF9TN1dqhDIL6z+bNm5k4cSL79u3D39+/ymsqp8Qr70+5ee1iDlw9x6LTy3AqaUbmNU8ysgpp4mNPgJcKv9izFO/cgsewIXg8MQIDY2PWBW3kg3c+Ys73s3n8saFV9qfw8KHNRSC6kMIoY59uCN6wiQ2rQ/GutEAg7NoJOnRryFvv3yr9lFLWOiiUUvLSkCFMMDKrGAsXF+Ty/fx5FMQnkh8fX35LID8+noLkFEzsVLcGhm43HxvdVqvwRpkZ88GuRP4VivfIQHK3xDHty+nsjwrhbMJFWrsE0NOnI4GuzTEy1KweTaH+0YoGUAjRR0q5u06e1RF9GAT1Qd+kL35U58PChQtZvnz5HaUBbnCvVVepuenMObgAOwsVzwSM5Vp0Lv9GlBUFTYmKZUjqMexLcjAd9TTvzZyG8fUrlHo35uDB7TrLAurz5/Ew+qHFDOD3Usq3Kx1Pl1JWt0uSJvtVNIA6sD/1k8+JLM/exCfE4OriQVFhMRlpxXw2/RPad/UBygpFP/LIIyxatIhmzZrd3WglNq8PIuyH/9HBRsXJ5CTaOjoRkpFOk3feqlILWFpcTEFS8q2BYVz544REDIyNy4LB8uzhhfhY/oo+SGxJLplBZzEZ0xpDMzPe6DSex4Y+RnZBDkeiT7I/MoTozHi6NGhLD5+ONHbwVWssvV8/5wfFPqg39lUb9gshRgP/SCl3lxcx/YGyLOD7UsrjdXNV4UFk4sSJjBkzptrnK+8deYPKe0faW6j4rO97LD65hq+OfMf/dXuFLi2bA1BQVMLlyH5EbN9L0aIfcUiKZZC3N2sSE1i3PpiRTyi7iShonkpSmPZCCDduSmG66dQxBa0yo9IUXeV/3mkpOSybf5jiohI69/LD0tKSSZMm0bdvXzZu3Ej79jWrXnDq6FGS7e2IBK4bCsKNBNLBjpwjR6oMAA2MjDB3c8XczfWO56SUFKWn3xIUZp49x4AswZrQqwxq4Mvu9WEMadua1MTNJFrZYe7hTm+Pdjzi14PEnBQORIYwP2Q5xaXFdPfuSA+fjrhbu6j13mkaKSWLli2+r/fq1VfuNgV8SErZtfzxYeA/QDzwi5Syd715iH5kABXqlx1XD7D67AZe7fAs7T1aVZyXUtK76yMMpZCuzs4cSYynREKngFY4+Plg7dUAcw8PzBt4YO7hfsfUSGU76pRfUNBvNJ0B1LUURhn79I+MtDyWzT9M6w6e9HikTO4SHBzMxIkTWbNmjc6z4DeonGUMSUvFdeAAuvr4kBcTS35sLHmxcRhamJeNlx7umLu7k2FrzKmSOPZmXcTRyoEe3h3p6tUO27vsQqLtsTRoYxDTFn7JjJemaHUl8/2OpjWANwo/2wEHpZQB5efVKgRdF5RB8OHkcnI4cw8tpI9vV0Y1H4yBMGBd0Ea++b9P+KaZX4V25sMLV+g0cDRWQkUbB0lDk3xEckLZAGduVj7AeWDR4GZguOPgQVZO+4xnPv9c2Yv4AUKLU8A6kcIoY59+kpWZz7L5h2nWyo3eA5sghGD37t2MGTOGhQsXMnz4cJ36V5XGcElxPr9u3lwRpMnSUgpTUsiLiSUvJqb8vuxxYXoGOKhIszEgwiQPcw93GjdrT5vAnljaOdzS16Z161n8n8m88PVXDHl8RJ38Li4pJj0/k7T8DNLyMkjNTeezj6bi+WQAqRsi2LIsGFMjkzr1Ud/URy1GKSUGBgYaDQB3A58APQAnKeX75eePSik71dXh2qAPg6A+6Jv0xY/69CE9L4NvD/2KhYkFb3V6nhefnUjrqEh6OLtUaGf2JSZwxsubH39ZyNZDEfx9JBIfdxuGdvOhpbMxhbGx5EbHlA1y0THkRkczZ/9e3gxoya9pySzevQsDI/VE0A/b56HvfmghA3hDCpOuCymMogHUrf279ZGTVcDyBUfwbeLEI0ObIYTg+PHjHD16lNdff73O9utCbTWGt1NSUEB+XBx5MbFkRUUSfeUC2devY5aajYGRESZurjj4+GHu7s47s2bS28yS3bKYvw4dqjLIKSopKgvs8jIqgrvKj9PzMkjNzyC3MBcbM2vszVSozG2IOhHOhaTLSEMoLSrF0MCAjr0642fvQyN7b/zsvWlg44ahQe12Z7kdbX6PgjYG8f7syVqtxRi0MYjHh2t2L+BJwGdANvB/AEKIxsAGdZ1UePiYM2cOtra2TJw4Ua32KnNbpvZ+h6Whf/HR9tl4ezgQX1zAn8Dx5ASuujqDuyvNG3rhYGvOM4OaMfqRxhw4HcPqHWEszC1kSLeGPNKvP+7l2+xsXh9El2vXEELQqkTy0/ARPPnOOzj36VXrUgsPAsp0+F15R0q5pvzxAipJYSgrCaPwkGJpbcpzr3Vh+YIjbFt/jkdHtKB9+/Y11gFqk9pqDG/H0NQUSx8fLH18cOzWlYbl59Ny0zl8YT8hZw8jEi+Qu2kfXUzNQQg6SwNmzp2K7yPtyoK6/AxSy4O73OJ8VKY2qMxtsDNXYWdWdt/Ewbfs2NwWOzMbbEytK3ZZkVIy9JcROA5xJ+lCLC6tG5CzOZbn24wmPC2Kc4mX2XDxH1LzMvBRNcDP3rs8KPTB1cpJL8YyKSUL1iyiQb/G/LTqFzr36qpxv6SU/Lz6V7Xa1mgnEF2jDxlABfW4fPkyvXr14rfffmPw4MF1srXn2mGWnV7HS+3GER8adU9diJSSS1FpbNp/jeMXE+gZ6MHgbj588eK4W6ZGFmak8UHvPuRFXcd9+FBcBvbHyOLhqZG1eX0QK6ZO1el0uKaCUC1kAHUqhVHGPv0nP6+Ilb8excnVmiGjWmFgoPvAoz64nhHLC30GMq3BzZ2dfjh/lonPjcS4X2dUfo2wM7PFztwWa1MrDETtts+rXMfwBmnnEipWMt8gpzCX8LQorqZGciU1gqupkeQX5eNbniFsZO+Dn7039uaqKscWdadopZRkF+aQmpdOSm46qXnppOalkZqbTkpe2fGZAycpKC3CtbUn8aHXsTGzwrtdo1q9D/ci4ngY2YU57Ju1WaOrgBcAP0spT992vg3wqpTy3nt/1RAhRCPgaSBRSjlPU3YVdE/jxo1Zv349w4YNY8uWLXTo0EFtW70bdsHL1p3/HljAid/303hcW/63cj7d+/bExtQKY8Nbs3dCCJp629PU257UzHy2HY7g1fe+pW9mHsLBvOKa1sKAqDat6Tn+GWLWBRH98npcB/bHbdgQTFQP3ibrNyjJyyNxzz6WT/mE1xs1Zv7nn9PF2xvbFs3rPRO6JWgD54OC2Nqunb5pMoUQohtlUpjKtf8enl8ICnfFzNyYp1/uzOpFIWxYfYrHxgRiYFj7vYLvN07vPEo/U5tbdrpo6+xMXLak2cJNGHs2wOaxYdi09UDUMvgDOHryGLbJpsi9GRXnbKUpR06E3BIAWppY0NKlKS1dmlacS8/P5GpqJFdTI9gZfpBfjq/AQBjgV54h9LP3ws/eBxtTKzZs2sCGY1tpt7lthd2S0hIy8rNIyUsrD/DSSM3LIDW3/Lg8wDMxMMLeXIW9hR325iocLFQ0cvCho7kddma2TFoegsvQsg0MXFo3IHdzHD9O/VxjWUApJUP/GIHzkAb3vrgK7qYB9AI+AHoCmeWnrYH9wBwpZWStOhKiEzAXKAWOSSnfrfTcTCAWKJFSzq+irc5/BeuDvklf/FDHh+DgYF599VX279+Pn59fnfpfuW41vxxfCUZluhALE3PsWrhgJAyxMrXEysQSaxPLWx+bWGJtasna//5G6sVIwsMvY9PAlszrGXh7NcPG14/3p3+Ol4s1Ii2F2A3BJO07gFPPHniMGIaZa9XlF557fiJLFy/U6XRDbT+PnIhI4rf9TfL+g4QaCnIjIuloZ8/RlGTMXV1oY2KKqlVL7Nq3w65d27vux1wXP25QlJXNS0OHMtHW/g6hem3RQgawKZWkMFLKtHIpzCgp5Zea6ucu/SsaQB3ar00fRYXF/LH4OGbmRjz+dFsMy4PAK1eu8MMPPzBnzhyMq/hhdb++R8+PGU1k2FmMLI1JTc/GXmVFcU4RPv4tWbh8Bcn7DxIbvInSwgLchgspbcsAACAASURBVA3BuU9vDM3M1Oqrrq9BSklybmp5lrAsMAxPi8LS2IIji3Zh3dKJzDOJPPraCNLyM8goyMLaxBIHczvsLFQ4mKvKAzw77M1tKwI+MyPTavu8ZSeW8zE4N/eoMoNZFyr38efY+ZrLAEopo4C3AIQQjuXnkuvgayTQV0qZL4RYIYRoCfiV+2BF2ZZzzwshGkgpo+vQj4IeMnz4cGJjY3nzzTfZskX9vRCllKxYvwqnSrqQ3M1xrJj2A4UlhWQV5pBVkEN24c1bVkFZmj4yI5oGY9oQvjUD444tUQV6kncqivQ8G/w69+KnoCPExZdia2mCl2srfEe0pjDiJAnvfYhdm0C8Rj2BZUOfCl/Wb9jEjm27CArerPe7kZQWFpJ86DDx2/6hICERlwGP0Pq7Ofw6/jkmqMoCvI72DizJzebFhb+QfiqU1GMnuLbod8zd3bBr3w77Du2x9G1Y7TTKst8W3bNWV3FuHjnXwsm+crXitvf8OVoVlyCEoHluAVs3BOtNFlBKeREYe9u5y4DWgz+F+wtjEyPGvtCBtUtPsPb344x8rh1GRoa4u7tz5coVRo0axR9//IGZmkGQvuEa4E+WvSFCCApiErD1cEFKiYurLwbGxjj37Y1Tn15knr9AbPBGolb+gUv/frgNGYSpg8M97WsSIQROlg44WTrQ2bMtAKWylCV/LuNi83OUIrFv7oJXij3vD38ZlbktRnVcWFI5gyljcpDJGVVmMDXVhzroRAMohFgCfC2lvFB+3AEYAtgAH0opi2+7XucZQAXNkJubi0Ud9HU11YVUR2lpKf5dWtH23e4VupVT8w7y8hevcSklHFNDE3xsfLAVbhjkOpCaZERsdAquV0/RPv0C+fYuFHTuh0ubFrz3yrO4JceQ5OrFoYM71Mpa1bVEwL3a58XFkfD3dhJ37cayYUNcHx2Ifcf2CEPDW1YK3uD2lYKlxcVkXviXtOMnSD12gtL8fOzat8WufXtUrVtW/KKvqhRESUEBOdcibgZ7YVcoSErCwtsLa/9GWDXyw9LPl7dencTzxtWXq6gNWsgA1psUppr+lbHvPqOkuJR1K05SWFjM6AkdMDY2pLCwkAkTJhAXF8eGDRuwsam+rt6DSl5cHHEbt5C0dx+qtoG4Dx+Gtb9m9XC14cZ2eRZD3CrGntzNcWxaGqQXC0hqi1a2gtM05aUUZkkph9SijRw/fjw+Pj4AqFQqAgMDK1LCN7YeU44f/OOPpk/h0InDIATOHmVBYGJ0PB727qxcsvze7ad+yqbLO3Bo7IRzcw8A/l0XSivzxixfvISYrHj+2PgnkRkxlHgakV9SiPH1EjxtPOjV4RFKD17i5J9LySgoYldkODNbteTFkBC6j3qG77+egZWFSa1ez/rg9bz+5qu89sqbfPLxJ7V+P6pqv3vnTjIvXqJRYjLZ4dcId3fBvmMHBo4ceUv7A9v+JjksjOikJAA8nZyQQJapCc++/HKV/eXFxLJp8RKyL12mWVExNgFNuWBszPdLFjOrSQDfRV7jsZ49yY+NpYWBEeaenpwvLcbcw4MBI5/AwsuTfQcOVNjbvD6IrdNn0MTSiraOTgCsjLyG56gnmPzJvd+PPXv2sGTJEgB8fHyYPn26pgNAjUphbrP9DmAJXJJSrq3mGiUAvA8pLSllw+pQsjLzGftCR0xMjSgtLeWNN94gJCSErVu34uTkpGs3dUJxdg4JO3YSt2kzJo6OuA8fikOnjgjDumXcaktdkwk1pT6qLGijDqB3XQa3amzaA0HAaCllfC3a6XwQ1Aftnb74oQ8+qOtHj0cfISU/HSr/IUqJg5mK/dt23HF9cm4qF5OucDHpKv8mXyE5JxV/O2/OfhtMh+QCTA0NKSgpIUEKmjbtgLCzw8HThQaNG+Dk44axoz2G1lbVTpsOGzoY9/g0YlxsWbxmBQUlRRSWFJJfXEBBcSEFJTfuK527cVyUz+opv+AUm01aA1tmzfkC13OxyEOhmDs74zpoII5du2Bgop3CqcU5OaSHnmHtb4vIuXABE0ND8kpKcBvQnxHPPoOlj/c9F5N8MfkjksPCqPzuSMDR359PZs+qtU/aKgRdbrvWUph7aJ+fA9yAKCnlqmraKxpAHdqvSx+lpZLNf54hOTGLcRM7YWZujJSSTz/9lICAAJ566qk62a8p+voeyZISUo4cJXbDJgrT0nAbOhiX/v2qrMCgjdfw0fQphMWHI4QgMSYB5/IpbH9XX2ZNm6mxfjavD+Lb997j/blztSZt2bw+iKFPaLYO4NTyX79HgGAp5bG6OCiEMAKWAx/UJvhTUNAkVQV5d8PRwp7u3h3p7t0RgOyCHBZvWkXE5SjebNqKUynJdHZ24ZPLp7FtkoVNYQ7FseFkhRVzPbcY67wSjEokeZZG5Fgak2tpRG75fXhcImaJKbzfuDUfXznNjz9+SZM2zTA2MsbEwAQTQ2NMjEwwNTTG1tAYZ0NTjA2tMDE2wdTMmJNHTuCaVcKoBr5sT4rD6puVXGvuyvEeFiTbFeBVegKvs3F42XrgpXLH09YdC2PzO16jOtPQRSVFxBfmsCmzkOVHjvBVI39OpSTT1dmFD1au46xTX/y98vBvoKKRpwp3R6sqy2PcCPKklEydPpMZ06bU2If6qLB/W3/qaKCr1T5LKZcCCCG+EUKs1vmvXAWNYmAgGPpkK7auP8fyBUd4+uVOmFuY8MUXX+jaNb1AGBri2K0rjt26knXpMrEbNxG9Zi1OfXrhPnRwxcK7muqLa8uNIE9KycTnxrPwp981Yl+WlFCcnU1RVhZFmVn8OXcuI9w8+OO/39DO1lYrdQDXzPmvWm3vOgUsyjztAgwHOgBhwEZgh5SyoFYdCTGOsir658tPfSSlPFzDtsrY+IAyffp0vL29mTBhgq5dqTFjRz9N68hr9HR1qzi3Nz6Ws96+rFqzAij7o4yIyyTkQjynzkaTFpNAa2cjmtkJPEyLMchMZ8GqZbiWGtDZ2YXDifFkCxjepl2N/Qg+eQJrBJ2dXTiYHM9mk1L27CqrxJ+en0lUegxRGbFEZcRwPT2W6Mw4bEyt8FR54GXrXhYY2rpzbN9RZvw2m09fnEyvfr3IyM8iPT+TjPxMMgpuPM4iIz+T9PJbXlEBssiErFOx9DwcTU+nm6uk9yXGc31oZwLaDSQj0ZLw67lk5xbSqIGq7Oapwt9ThYu9RcVguH7DJj79ahFfTH6REcNrpg6pao9QbWYA60oV2udhQCvAUkr5cTVtlLHvPkdKyfaNF7gWlswzr3TG0qr6laMPOwVJycRt2UrC9p3YNA/AffhQ9l+6xMpp07RWp7S6OqiytJSS3FyKsrIpzsqiOCvr5uPs7PLjLIornSvKyqIkLx8jS0uMrK04mpBAQUICHR2dOJqchE3TpvRs3lyj/u89f47si5d479B+7WoAhRB+wGOUTVlUqVnRBsog+OBy8eJFevfuze+//87AgQN17U6NqFz+4AY3yh8s+mNNlW0ysgs4cTGBkAsJhF5KJC85lKSDi/nat1WFAPk/187wf1/+lxHD7r2f5vrg9fx3yv/xVcOaty8tLSUhJ5mojJiK4DAyPZq/f95Aq2e7cHrpYfq8MgiVuQ0qM1tszaxRmdlga2qNrZkNZgYWnDqfwZ6QRAJ9GzC2fxM+fWMil06EYO1hXdFPVmwWDoH+dHhjEFdSI3GzcqKhbUNscKUo05aYmGKuXE8nv7CERp4qGjWw5ZfvPye1yABvlRFb1937l7iUksHPDsdqqMctwm0tLALRiBRGHe1zeTtF//wAHPfq1Ys92y4RHLSV/sObM3jIAL3yT9+Oe3TqROKuPQQvWMAfp08zo3Ub5kdH8WiPHggh6NS4MQBHL18GUPv4yKVL/L5lC9OaNefniHD6NgugJC+PQBtbinNyOJ2ZjqG5OZ2bNMXIyooTiQkYWVjQvV07jKytOXo1DCNzC3r37o2RjTWHQkMxMDWlT9++ZYtMOnfmUUMT2jo5I6VkVkIMH8yeTZ8+fer8fu3Zs4fFixdzaMcOeljZsPjyRf1fBKIO+hAA3s+6N3334eDBgzz++ONs27aNtm3b6syPmlJX7UhRcSmPj3yCbgmJ9HSplEVMiGO7rR2z5yzE280GZzuLancVeOqp0bSKiKWHU+U9keM529CDlSurDkKrorIQujoBdG5+EZsOXCN4/1UC/Z0Z078xni5lAd+op54hoUE6bu08K2pdxZ2IwiXGnrUrllFcUkx4WhQXk6+WaSmTr2JhbEZTp0Z4WXljUuDEPxsPsG33PopML2Kc35TB/Xrz+sQxNHCxJCUvjcTsZBKyk0nISSYxO5nEnGRO7D9GQUkhrq09b/FbCwHgb0CdpDDqap/L2yoaQB3a13Qf+3dc5vSxaJ59tQu2duYV9m1tbYmLi6vzbklVcb+9R5XZtG4dYd/9D6OSEooNDHDu14d+nbtozP6Ow4dI2rUHo9JSig0N8Bz9JINHPIaRlTVGVpZq7xEPdd+PubZ9dA9ep1ENoIJCvdCtWzcWLFjAsGHDOHDgAA0bNrx3Ix1SOchTZ+AzNjKgc7Om7Lh0hZ35NxdoFOWk4+7VnK2HI4iMzyI7txBPF2u8XW3wdrPGy9UGb1dr7G3MCPDyI76glPnJKYSGRxBobIiDuxsBXjUvsi2l5Nc1i1ENKQtCVc2d+eWPRQwfMhwhxB2B36zXulcEfjfwb+IN8SW31LpykTb4N/YCwMjQiMaOvjR29GV40/6UylJiMxO4mHyFf5OucDF5J/HeSRSZXiLw+Y6ELjrORUtzJu+6hDTKx0xY4mrtSEMHN1ysHenkGYizhSOhSw9WVNiv7LemkVK+WEkKM1IIMZtaSGEU7bNCZXo80hgjY0N+//kQz77aBZW9OUuWLOPVV1/ihRdeYO7cuYwbN07XbuoFUkqCFi5kgsqOUynJdLCzZ0nIUZ6aNlUzWj0p2fPDd0ywsy+zr7JnyZbNjHz9NY3Yr+t+zLXtQx2UDKCC3vDjjz+ye/du/vrrL127onXWb9jEd6tPYuPeuuJcZsxp3n2qXYUGLieviKj4LCLjM4lKyCIyLpOo+CyKS0rxdrPB09mKZQtm49hqLPlX/mLbuiUYGdW8lEJ1ZRAmtn0GYd2iyoyfplm/YROfzVuJTWAWbm0aEHcympzLFrzz3BN06ziAYxcSOXIujsTUPDoEuNC5hRvXrxzm15PLqyzfMGLYCK1rAGsjhamL9rm8vTL2PYAcOxjBwV1hOPmk8+u81bw/+QUa+nrz6KOPMmXKFCZNmqRrF3VOTeqU6rP9+kad2Y97ZgCFEDOllFOEEMOB/wHzpJSz1XVSQaE63njjDSZOnKhrN+qFo8dO4WCYgEjYXnHOwUhyJORkRQBoaW5Ms4b2NGtof0vb9KwCohIy+ePPYAzsmiKEINvIl55jP6dZYFec7S1wtrPApfK9vQWOtmYV21PBzSrySX+Fcy0qDm9PVzC0YPbxv3j6ae8qM36a5kjISXIzztE4sCsArm08CN13iPPHL/Hc42Pw87BjbP8mJKblEnI+ns0Hw9m4bi0mlgVc23UYI0tnZH4yLQOacOREiFZ9vYGU8irwbQ2vXQVUWeJF4eGlQzcfDA0Fb735Nv17vMDSJX+y5q/F7Nu3j/79+5OamsrHH398XxYk1hRVZbc0mUHTtv37gXtmAIUQO6WU/YQQy4AXgd1Sym714t1NH3T+K1gftHf64oc++KAvfujKByklg0dOwNDncVKiz+HQoAXF19az+NefSEzLIzE1l4S0XBJTc0lMyyMhNZf0rALsbc1wsbPA2d4cFzsLnOzM+fyzj7Fu+iSX9i/m5bc+ZeyAJmoFfuq8F+oUY83KLeS7BSvZejACB+82t2RO9XkVsDooGkDd2tdmH8EbNrF+xSnAkFJZxMDHmvPUM6OIi4tj0KBB/Pbbb7RrV/OqANVxP79Hiv2ao5UMIGAlhGgE5EopC4UQxfdsoaCgoFWCgjeTa+qHTXmGQAhBnqkfRw/trbaMSlFxKSkZZcFgQmpZcLhizQYKLfwRQuDm2w5/2wQ8XdrX2+uoai/Le+2XaWVuzKH9u7H3eRwAa/dWLFiyhseGaV5Ar6CgDaSULPt9LS18niAi+hy+nm346ftFWBr50WtAE44dO4bxPYqoKyjUlZpkAMcC44DJQATwjZTyDe27dosPOs8AKugGKeVDPQ1SHZM/+ZzLEfGISntoSCSNfVyZ/cWnNbJROYt4o5RMScR6tvy1RK/f87vpJx9/bKhWMoC6ksIoY9+DSfCGTWxYHYp3pe9wREwo/k1dMCrxonmgO90f8cfG9s7C7QoKVaGVDKCUcrUQYifgQ1nB0noN/hQebj788ENat27NM888o2tX9IqaBnl3o6osYq6JHxs2bqlxMWZdcDf9pBbpXH7/JOAP7AYULbSCWhw/dopiw3jCE24uDJdGkrxi+M/k8RzafZX53+yldQdPuvdthKW1UjxaQQtIKe96A94ETgLLyu/fulcbTd/K3NQtu3fv1rULUkr98KM+fTh//rx0dnaW27dv16kf1XE/+/CfKTPk40+/Jp94+vWK2+NPvyb/M2VGvfqhScrHCm2MQUeBRsCC8uO92uinin41/yZVQtuf2f1uvz76qM5+Zkae3LrurPz6k61yx+YL8tDBEJmSkqIx+5rkfv+c73f7Uqo39tVEA/gs0FFKWVxe0+oQZWUNFBS0TkBAAH/++SejRo3in3/+ITAwUNcuPTBoIov4EDEXmANMFkKYA2d17I/CA461jRmPPt6CLr192b8jjIO7opkbtpyvv/sAn4aeunZP4QGgJhrAVcCLUspcIYQF8KuU8mmNOiFEF6ATMBIYJKXMvu15eS8/FR5s/vzzT959910OHjyIt7e3rt1R0FO0uQpYCOFEmRTmmpQyWRt9VNGnMvYpAJCanMPPc9eRk2FIl15+PDq8HSamyl4OCmWoM/bVJAA8ATQALgJNgUggHUBKOaAWznWi7Fd0KXBMSvnubc+bAV9IKT+ooq0yCCrw3XffceLECZYtW6ZrVxT0FG0FgEKIN4HnKSvo3BxYIqXU+kyIMvYp3M7P/1vE0X2RBDTuSK+BzWjfxRsj45oXgFd4MFFn7DO49yU8AXQEniu/fxJ4qfxWGyKBvlLK7oCzEKKlEGKEEGJU+fMjgXW1tFlv3NiEWdfogx+68uGdd97ht99+07kflVF8uIm++KElbkhhnqVsHHwgViVp+zO73+3XRx+1tf/amy8weFQAy4Omc+ViPP+btYvjhyIoKS7ViH110Lf36GGzry41WQUcKYQYTFkW8DegmZTyXG07krfug1kElEgpgyqd6yKlXFFbuwoPFyYmJve+SEFB81wFTIDi8vsw3bqj8DAzZswYevXqhaurKzFRaezZdolDu6/Qs38TWrXzwMCwJrkdhYedmkwB/wzkA92llB2FENullP3V7lCIVsAsKWWN60wIIeT48ePx8fEBQKVSERgYWFFZ+0Z0rRwrx8rxw3W8Z88elixZAoCPjw/Tp0/X1hSwRqQwavSrTAEr1IjI8BR2b71ITlYBvQY0oXmgOwiYMX0mU6dN0evangp1R1sawF1Syr5CiN1Syj43jtV00B4IAkbflhG8VztlEFSoEqkUilaohBY1gNWuPJJSRlb3nAb6VcY+hRojpeRaWDK7t16kqLAEaXqdP1YH8f7kFximx7U9FeqOtjSABkIIa0CWrwJWazQqLyGzHPigNsGfvnAj66Br9MEPffAByvx4/fXXWbVqlU590DX64APojx/aoDzIaw4MBKIBayllpDaDv/pA25/Z/W6/PvrQpP2oqCh8Gzvxwlvd6TO4KatWrsfHoy2/zl+JNn9I3E/v0YNoX11qEgBOBfYCgeX309Xs60mgA/C1EGJPeekXBYU6MWnSJN5++212796ta1cUHmDKpTCPABOllCWUVTSoq81GQohpQohJdXZQ4aFHSsno0aOZPHkyAJeuHMe/YVuEENia+zP5ne9JTsjSsZcK+kRNpoDdpJRxQghHKWWyEMJZSplYT/7d8EGZBlGolt27dzNmzBh27txJy5Ytde2Ogg7R4hSwWlKYu5W/EkLMBGIpWxA3v5r2ytinUGNSUlIYNGgQgYGBpCYV0LLhyIp9vg+fXkm/rhNoHuhOrwFNlO3lHjC0NQW8AqBS4dMfa+uYgoI26dOnDz/88ANDhgzh+vXrunZH4cFEXSnM3cpfWQFrABshRAPtuK3wMOHg4MDOnTs5fvwUpnhV6KOFELg7NadhywIMjQz4+evd7N8RRlFRiY49VtAl1QaAQogeQogpgLcQ4uPy2zTAo/7c0x/0ZQ5fH/zQBx/gVj/Gjh3LW2+9xcyZM3Xmg67QBx9Af/zQEmpJYaSU8VLK/PLDivJXUsq1lGmiXwdcAZ3oou937ZOiAbwTa2trHh0wmEsR+wneOYdDZxYRnvA3JUbxnDlzhoGPteDFt3sQH5PBT7N3ceb4dWRp3bLM99t79KDZV5e71QHMpEzsnA3ElJ8rBBZr2ykFBXV4//33KSlRftEqaIUwKWXbylKY2jQuL3/lJKW8cOOclPIY8P/t3Xt8lNWdx/HPj4RbAOV+UdGoXAREXBSRytXKRQWLCmhXXLPUXVit1W27orYIqBXxFaqiIKy1ghatiq2Gi4JaZiFGvCPe6wUQFFRIsBAgkOS3f8wAMU3IZGae5zlP5vd+veZFJjPzO9+5HU7mOXPOG6kOasydd03ntjtKefvtt9mzZ8+hJZQOatm6CWOvOpPNGwpZueRD1q7+gqGjenBi59bBBDaBqHEO4KErimTHrr/By0DVtG3zYIwxNfJ6DmCF80+p6rg4b5vQ8lex29oaqHbe0/OqSruWXXl52Ud8W/R3zuh3AqMvucCZfHbeuzVQqx0AishjwHWqulNEfkF0H8xdwHJVvas2jSTLBoDGmHikegAoIgOAgcAEojshAdQHhqnqOXHcPhPIA6ap6usJtG99n/FFaWkZb76ykfy/fUa3nh0YNLwrTe2LIqGR6i+BnKCqO2M/Xw8MAAYBoxLMF2oHR95BcyGHCxkgvhxe/+fpwmPhQgZwJ0eKVZ4K8xXwd+Cncd7e6eWvvH7Owl7fjzb8rr9v374qr5eZmcHZg07m2slDyKyfwYN3r2LNS3/nwP7SWreRalbfG0caAAqAiJwCbFLV3bE/RWt+NRjjiJycHJ5++umgY5iQUtV3VXWhqvZS1YVEvwCyVlW/jPP2T6hqG1UdHDu96m1iY6q3Y8cOTjnlFF577bVqr9M4qwHDf9KDn10/gG++/gdz7lrFu28k/0UR454jHQKeB2QAnYEFqrogtgzC87ElDXxjh0FMotatW8ewYcNYvHgxAwcODDqO8ZgHh4ADnQpjfZ9JtaVLlzJhwgSeeOIJfvzjH9d4/c0bC3kx70NKD5Rx3qjunNSljQ8pTW2ldC9giS4gNBwoVtU1sd91AI6LfXvNN9YJmmS8+OKLjB8/nr/97W/06NEj6DjGQx4MAFer6sDYz58DvYBiID+eOYApaN/6PpNyq1evZsyYMcyfP5+LL764xuurKh+t38rLyz6iVdumnDeyO23bNzt02W3Tf8etU39j+7IHKKVzADXqhYODv9jvtnox+IstjDpFRB4SkYxU108FV47hu5DDhQwQf46hQ4eSm5vLBRdcwFdffVXzDTzI4CUXMoA7OVKsTk+FCfvcJ5sDmFj9gQMH8sILL3DNNdewcOHCGmuICN17HcM1Nw7hpC5tePTBApY+/S67/7GPJXnL+OvTK1m6ZLkH6aPq4nPggnh2AkkJEekrIgUiki8ilffR3Au0AvbG9tk0JqWuvPJKJk2axKxZs4KOYsLlAxF5CJgHPAoQmwrj5B+qxsSrd+/eRCIRjjnmmLhvk5FZj7MHnsS1k4fQoGEmc+9exZz7HuP07sN55A9/prys3MPEJtXiXgcw6YZE2gM7VXWfiCwC7gJOJroYdQeiHewvgUcq7zVsh0FMKqgq5eXlZGTY/911lQeHgAOdCmN9n3HZ4396hpXPfcBJx/8Ln254i4yMepx15gBatMqiResmtGzVhBats2jRqgnNWzYmM7P2fa8dYo5PIn3fkXYCSalKC6Ae2hIJQESuAG4C2gJFfmUy6UVEbPBnaiU2+nqh0u+2AluDSWSMG1SVv/5lCadmXwJAp+zevPfFM1x65fXsLNxL4Y5itn+7i79/+A1FO4r5x859ND2qIS1aNaFlbFB48N8WrZrQsFHVw5ElectYtfIdevdezqiLLvTzLtZ5vh0CPqiaLZEWqertqnqdqh7wO1M8XDmG70IOFzKAGzksw2Gu5DDxC/vcJ5sDGFz9JXnLOKphJ0SEDZvfQ0Q4qlEnXn8zn66ntqffoJO54NLTGD/xbK675cfcNON8rpzUj3POPZn2xx5N8e4S1r+5hWcff4ffT19J7tQVPDw7n78+/jaRFZ+w/s3NfPnFDhY8/BTZx/bm0QVPe7aua1ifg2T59gkgHNoS6QEgri2UKsrJyQl0O6R169Y5sf2LC+fXrVvnRJ6DkqlXXl7O6tWrnbg/9nzU/nyk0nZIxpjkrF27lpkzZ7Jo0SKysrKqvd6bb7xDacY2vvhmG9uKvkIbfI1mKm+8/naVn9RlZNSjZesmtGzd5J8uU1V27yqhcHsxRdv3ULSjmM8+/o7I6pdoWv9kRISsjJN4dMFi/i1njB0KThE/5wAmvCWSzYMxXhkzZgxXXHFFXEshGPd5tRdwUKzvM347cOAAEyZMYNOmTSxZsoSjjz46kByqyrhL/51Tsy85+L7mpVceYcyoa+ne6xi69+rAMR2b22AwJtVbwaWa01simfR0yy23MHHiRF555ZWgoxhjTODq16/PwoUL6dWrF0OGDOHbb7+t+UYeqHiIGaIDnM4n9qbFsUVkZNbj2cff4b47XmLFc+/z6qhPOwAAFcdJREFU5YZC26kkAb4NAMO+JZIrx/BdyOFCBkhNjt69e/PYY49x6aWX8vHHHweSIVkuZAB3cpj4ef2chb2+H224WL9evXrMnj2bUaNGMWDAAL788sg7H3pxH6KHmLfyxTcrKFj/R774ZgVlmdv47POPOff8U7hm8hD+9T/OplGj+ixfvJ57bn+R5//yHhs/2055LQeDXj4HqkpOzs8835c+Eb7OATTGRcOHD+euu+7i/PPPp6CggA4dOgQdyRhjAiUiTJ8+ndatW7Np0yaOP/54X9u/7Y4ph36ORCKH5gBXzNe2fTPatu/KoOFd2f7tbj5av5WVeR+w6/t9dD21Pd1OO4bsTq3IyPD9+66HLMlbxro3PmXpEve+xezbHMBk2DwY44c77riDkpISbr/99qCjmATZHEBjTNGOYj5av5UP12+laHsxXXu0p1uvDpzUuQ0ZmT8cDHq1zmBZaTm7d+3j38b/J727jmPdZ0+z+K8LPRuMpnQvYJdYJ2j8oKqoKvXqBffXokmODQCNMRV9X7SHj97bxkfrt/Ldtl106d6Obqd14KSubahfP4O855by+5mP8KubJtT4Cd2BA2UU7yph964SineVULw7dtq1P/q73SWHLt9fUsqmr9+lpKSUTif05tMNb1Evox59evenReus6CLZrQ6ug5hFi1ZZ1G+Q+EFZGwB6qKqPoNM1hwsZXMlhGdzKEaYBYOyLcH2BS4HzVXV3FdfxtO/z+jkLe30/2gh7fT/aSFX9Xd/v4+P3op8Mbvvqe07u2oZHFv2eNkf1oLD4I2bedTfFu/cfGtwdHuhFB3hlpeU0adaAps0aktW0IU2bNqRJs+jphz83oFHj+lw2dgKnZl/Cxi3vk33cqbz3xTPMnXc/Owv3UrS9mKIdeyjcUUzR9mJ2Fu2lcVb96ALZsZ1UDg4QW7bKonGTBtV+QnnwgwtndwIxxph0IyJ9gXuAcuANVf3vg5ep6qsi8g7RbeX+afBnjKueeeYZ9u7dy/jx44OOUivNjm5En/4n0qf/iRTvKuF/H3yc1s1OQURo3rgzC//4FP3PGUKTpg1p3a4Z2Z1a0yQ2sGvarCENG2XGfZg477ml//Qt5qMadeK119dU+Uljebmy6/u9FO7Yc2hw+Mn726KDxO3FABU+May4i0oWkdUvJ/R42CeAxhxBWVmZbR8XIq59AnikPdBVdXFsG8wNqlpQze2t7zPO+fDDDxk+fDiTJ0/m5z//edBxElLVOoPvb/wLTz3zSErmAt7629vZtHEbwuFainJCdvsffMEl3qx79xygaEd0oezCHdEBYtGOYgq/K2bxkjm8+naefQJoTCqNHDmSSZMm8ZOf/CToKCaEjrQHekw/VV3kcyxjktK9e3fWrFnD0KFDKSwsZMqUKaFbkLmqdQabNTg5Zd/Wre0g70hEhKwmDchq0oBjj2/xg8vynltKt0/68OrbebWua7Pd4+TKGmcu5HAhA/iT47bbbuPqq69m7dq1gWWoiQsZwJ0cLqpqD3QAVa3x45OcnBymTZvGtGnTuPfee3/wOEcikaTOp7peXasfiUS49957rX4V57Ozs5k5cyaPPvooY8eOpby83JP8FX+XyvpvvvEOW7a/ScH6Px5aZ/CrHW/x9NPPhCJ/JBLhqquu4rrrbuDzjR+QkIPffHT5FI0ZrFWrVgUdQVXdyOFCBlX/cixdulTbtWunn3zySWAZjsSFDKpu5Ij1FYH3WRVPQEtgNdA+gdum/DGqyOvnLOz1/Wgj7PWLioq0T58++umnn3rWRtgfI6/qP/fsEp1w+e06/Zd5CfV9NgfQmDg8/PDD3HnnnRQUFNCuXbug45hqODgHMOE90GO3t77PGFOlivMMFy6aE85lYERkFHAa0FBVb63icusETeCmTZtG48aNmTx5ctBRTDUcHAD+FJgNHDxGc7PWYhtM6/uMMfFIpO/zbQ6giPQVkQIRyReReypdPBiYCTQVESf34ap4HD5ILuRwIQP4n2Pq1KnceOONgWaoigsZwJ0cLlHH90D3+jkLe30/2gh7fT/asPre8PNLIJuAc1W1P9BWRHqKyGgRGQM8BPwC6AiU+pjJmLiJSOi+6WaMMUFYvHgxW7ZsCTqGOYJADgGLyALgbo19I05EegLDgP2qen8V17fDIMaYGrl2CDhZ1veZsMrNzWXOnDmsXLmSzp07Bx2nzkuk7/N9HcCqlkNQ1feA9/zOYkyySktLycy05TSNMaaiX//61zRv3pxBgwaxfPlyTj/99KAjmUp8XQdQRFoCDwA/q+1tvVwLK57zXq/VVJu1f4JsH/xZeyue85UfE7/bV1XOPPNMZsyYYc9HQM9HJBIhJyfnUP9gaqfi42r1g2kj7PWP1MbVV1/N7NmzGTZsGPn5+Smvnyphr5+w2q4bk+iJ6KeNy4GzErhtbZbG8YQLa5ypupHDhQyqbuSYM2eOtm7dWl9//fXAMrjwOKi6kQMH1wFM5uR13xfW9c/8qu9HG2GvH08bK1as0C5duujevXs9qZ+ssNdXTazv820OYDLLIdg8GOOyvLw8Jk6cyJo1a+jUqVPQcdKazQE0xk0lJSU0bNgw6Bh1ViJ9nxPrANbEOkHjunnz5jFr1iwKCgpo06ZN0HHSlg0AjTHpyOl1AMPOlWP4LuRwIQO4keNghkmTJjFu3DiefPLJwDIEzZUcJn5hn/tkcwCDr+9HG1bfG/b1RWNS5I477rB1Ao0xJk75+fmcc8451m8GxA4BG2PqDDsEbEw4lJaWMmDAAHr06MH8+fPJyMgIOlKo2SFgY4wxxjgvMzOTF198kY0bN3LZZZdRUlISdKS0YwPAOLlyDN+FHC5kADdy1JRh//79gWfwiys5TPzCPvfJ5rcFXz+ZNpo2bcqyZctQVUaOHMnu3btTWj9eYa+fKBsAGuMRVWXAgAG88MILQUcxxhgnNWzYkCeffJKOHTtyxRVXBB0nrdgcQGM8VFBQwOjRo3n++ec544wzgo5T54VpDqCIjAZ6AscDk1S1rIrrWN9n0oKqsmXLFjp27Bh0lFCyOYDGOOZHP/oR8+fP56KLLmLDhg1BxzE+E5G+IlIgIvkick+li/cCrYC9VQ3+jEknImKDP5/ZADBOrhzDdyGHCxnAjRzxZLj44ou55ZZbGDFiBNu3bw8kgx9cyeGYTcC5qtofaCsiPUVktIiMAboA/wN8JSJtgwgX9rlPLs9vS5f6frRh9b1hA0BjfHDttddyySWXsGTJkqCjGB+p6jZV3Rc7ewAoU9VnVXUxUAjcBBwHFAWV0RiXff3110FHqLMCmQMoIqcBtxHt/JoBI4F6qjqlmuvbPBgTeqpqC556zNU5gLE+b4aqXljL21nfZ9LW5s2bOeOMM1i0aBFDhw4NOo7TEun7PNsJRET6AvcA5cAbqvrfBy9T1fUi8mzs7Gjgt8DPRaSDqm71KpMxQbLBX3oSkZbAA8C4RG6fk5NDdnY2AM2bN+f0009n8ODBwOFDS3beztfF859//jlTpkxh/PjxzJ07l1atWjmVL8jzkUiEBQsWABzqH2pNVT05Ae2BRrGfFxH9tttoYEzsdznAKcDvAAGuAzpUU0uDtmrVqqAjqKobOVzIoOpGDstwmAs5Yn2FZ/1abU9E/8heDpyV4O1T/hhV5PVzFvb6frQR9vp+tPHQQw9phw4d9A9/+IMn9evCc5BI3+fZJ4Cquq3C2UNzXwBE5ARgGNFJ0M8BtwIZap/+mTSzb98+GjVqFHQM452xQB/g7tgnwDer6qvBRjImXDp16kQkEmHYsGGUlpYyceLEoCPVCZ7PAUx07kulGup1TmP8VlZWRu/evZk1axbnnXde0HHqBFfnACbK+j5jDtuyZQvFxcV07do16CjOcWoOICQ/96Uimwdj5+vi+fvvv5+LLrqI3Nxcrr766sDzhO18JBXzYIwxoXDccccFHaFuqe0x43hPJDn3pVKtFBwhT44L85tU3cjhQgZVN3KkIsNTTz2lxx57rG7cuDGwDKngQg4cmwOY7Mnrvi/sc5/qwvy2sNf3ow2rX7NE+j4vPwG0uS/GxGHs2LF8/fXXjBgxgldeeYWWLVsGHckYY0Jj//79NGjQIOgYoWN7ARvjiBtvvJEzzzyTceOSnjGRtmwOoDHpZdmyZcyYMYOlS5fSvHnzoOMEJpG+zwaAxpg6wwaAxqSX8vJybrjhBlavXs2KFSto165d0JECkUjfV8+rMHXNwYnnQXMhhwsZwI0cluEwV3KY+Hn9nIW9vh9thL2+H20cqX69evW47777uPjii+nfvz8bN25Maf1UcLVv9PRbwMYYY4wxXhIRpk6dSosWLRgwYAArV66kW7duQcdynh0CNsZhe/bsISsrK+gYoWGHgI1Jb08++SR9+/ZNu2WhbA6gMXXIgQMH6NmzJ3PnzuXcc88NOk4o2ADQGJOObA6gh1w5hu9CDhcygBs5vMxQv359HnzwQS6//HLWr18fSIbacCWHiV/Y5z7V9fltYajvRxtW3xs2ADTGYUOGDGH27NlceOGFbN68Oeg4xhhj6gg7BGxMCOTm5rJgwQLy8/PTeq2rmtghYGNMZbm5uWRmZnLDDTcEHcUzdgjYmDrqV7/6FSNGjCA/Pz/oKMYYEypjx45l7ty5TJ06FfuD6jAbAMbJlWP4LuRwIQO4kcOvDCJCbm4uI0eODCxDTVzJYeIX9rlPNr8t+Pp+tJFs/RNOOIE1a9aQl5fH9ddfT3l5eUrr18TVvjGQAaCInCYiz4rIKRV/DiJLvNatWxd0BMCNHC5kADdyWIbDXMkRFiIySkR+IyK3BZXB6+cs7PX9aCPs9f1oIxX127VrRyQS4Z133uGqq67iwIEDKa1/JK72jZ4NAEWkr4gUiEi+iNxT8TJVXQ88W/lnl+3cuTPoCIAbOVzIAG7ksAyHuZLDJUfqB4HBwEygqYh08D+d989Z2Ov70UbY6/vRRqrqH3300axYsYImTZpQVFSU8vrVcbVv9HInkE3Auaq6T0QWiUhP4GQgU1UXe9iuMWlj9+7dQUcwR1ZtPwg8BPwC6AiUBpjRmLSRlZXFvHnzgo7hBM8GgKq6rcLZA0CZqj4LICInAMOALiIyv8LP01W1xKtMyUhkf0EvuJDDhQzgRo4gM+zbt49evXrRuXPnwDJU5MLz4Zoa+sGegACrVfW7IPJ5/ZyFvb4fbYS9vh9tWH1veL4MjIicBsxQ1QuTqGFf2zHGxMXFZWAS7Qet7zPGxMupreBEpCXR+X3jKv0lbIwxacH6QWOMi7z8Ekgm8Cfg19bpGWPSkfWDxhhXebkMzFigD3C3iEREpJ+HbRljjIusHzTGOCkUW8EZY4wxxpjUsZ1AjDHGGGPSTGgGgCLSR0Smi8jtAWYYJiI3i8j9QWWokGWciDwYYPudRGSqiPxXgBlGi8gUEXlIRDICaL/ijjaBvD4rZQjs9Vl5R58gXp+VHovAX5+p4vVjKSI3xHYkGeNRfU+fCxHpF7sPa0SkqUdteNrXeLUrjB99lNc7e3ndx1Wq301EfikiD4hISsZHfvSNle5D3O9nJweA1ayePxqYBnzrx6r5VWVQ1ZWqOgOo73X7R8ohImcBRcD3QWUA/h3YDvgyh6CaDHuBVsBeVS3zu/1Ku9h4/vqsKYNfr8+acvjx+ozj+fD19ZkKfrzXq3kfFRJdiDrp143XfUU1z/urwDzgNVVNemV0r/uaauoPJsldYfzoo+Log5La2cvrPi6O+h8Rfb+1IIHXqx99YxzPc9zvZycHgBxePb8/0FaiC6Y6kUFEbgAWBpxjCNADOFNEjgsoQ1PgKeCoADN0Af4H+EpE2gbQvt9qzODT67OmHH68PmvK4PfrMxX8eK//Uxuq+qiqzgR6i0iyayh63VdU97xfCvwlydpHaiOVfU1V9VOxK4wffZTXbXjdx9VYX1UfAV4GjvKgfirez0dsozbvZy+3gktYVavnA88BtwIZqro1iAwicg1wFoCIrFUfvkFTzU4CM2MZ2qvqliAyEF3a4lqibxLPl7eoJkMhcBPQluhfVb62LxV2tMGH12dNGUTkG3x4fcbxWExX1RIvX59xZHgcH1+fqeDHe72ax20UcBpwINnXjNd9RTX1Afqp6qJkatfQRsr6mmrq1yfJXWH86KPi6IOS2tnL6z4ujvr/B/QCsom+bmvFj74xjvvwGnAq8byfVdXZE9FOaVm6Z3Alh2UIvn1XMriSw4UMYbxPXrcR9vphvg/22NT9+qlqw7NwKbhzLYHVQPt0zuBKDssQfPuuZHAlhwsZwnifvG4j7PXDfB/ssan79VPZhifhUnDnMoHlwFnpnMGVHJYh+PZdyeBKDhcyhPE+ed1G2OuH+T7YY1P366e6DU8CpuAO/hT4DojETv3SMYMrOSxD8O27ksGVHC5kCON98rqNsNcP832wx6bu1091G7YTiDHGGGNMmnF1GRhjjDHGGOMRGwAaY4wxxqQZGwAaY4wxxqQZGwAaY4wxxqQZGwAaY4wxxqQZGwAaY4wxxqQZGwAaY4wxxqQZGwAaz4hItogUiUhERF4VkftruP5gETmthut8VsPlWSKyWERWi0i+iOTGfp8jIkNrfy+MMSZ+1u+ZsMgMOoCp895S1fMARORlEemhqh9Uc93BwGfA+iTauwp4V1Vvj7XZEkBVFyRR0xhjasP6PeM8+wTQ+EJEMoHGwK7Y+RWxv5BfF5F+sQ4rB/hN7PcZInKZiKwVkVUiMrlCrZki8n8i8ucqmioGeonIiQCqWhi7zTQRGS8iZ8TqR0TkcxGZFbt8RqzmqyIy0tMHwxiTFqzfMy6zTwCN184QkQhwDLBOVb+M/f4SVS0WkW7AHFU9V0QWAJ+p6p9EpBXwW+Ds2PUyYrfLBJ5Q1ckislJETlXV9yu0twhoDTweqzFVVZ84eKGqvgUMFpGOwJ+BXBEZAbRQ1UEikgW8KiLL1PZJNMYkxvo94zz7BNB47S1VHayqXYCtInK5iDQG7hORNcCDQMcqbncysF5ViwFUtSz2+1JVXRf7+UugVcUbqWqZqv5eVfsBA4EZItKo4nVEpAXRDvNnqroV6AkMinXYy4GGlesaY0wtWL9nnGefABo/FQFtgBFAmaoOEJHuQF7s8v0cfk1+BvQUkcaquldE6qlqeRU15QdnRLKBrapaEmtvf6XLGxH9C/hmVf049usPgJWqen3sOg1U9Qe3M8aYBFm/Z5xkA0DjtYOHQgT4B3AFkAXcLCIvAa9UuO6LwL2xuSjjgDuBiIjsAV4AZsbR3qnAn0VkP9AAuEtV94kc6i/HAqcDv4v9brGqPiAiP4rlVGALcGXid9kYk+as3zPOEzvcb4wxxhiTXmwOoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmrEBoDHGGGNMmvl/KzsplVioQScAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 648x850.5 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "0b3cce71-9bb1-41cc-a6da-14e7a421cac3",
        "id": "NZP4XUBWmPn7",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 4\n",
        "\n",
        "fig, axes = create_subplots(1, 3)\n",
        "\n",
        "# Simple CNN on MNIST.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"SGD\", \"sgd\"), \n",
        "                      (\"Momentum\", \"momentum\"),\n",
        "                      (\"Nesterov Momentum\", \"nesterov_momentum\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"mnist/simple_cnn_base\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.01)\n",
        "plot_steps_to_result(axes[0], steps_to_result, scaling_label=\"Nesterov Momentum\")\n",
        "axes[0].set_title(\"Simple CNN on MNIST\")\n",
        "axes[0].set_ylim([2**4, 2**17])\n",
        "axes[0].legend()\n",
        "\n",
        "# Transformer Shallow on LM1B.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"SGD\", \"sgd\"), \n",
        "                      (\"Momentum\", \"momentum\"),\n",
        "                      (\"Nesterov Momentum\", \"nesterov_momentum\")]:\n",
        "  num_trials = 50 if subdir == \"sgd\" else 100\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"lm1b/transformer_shallow\", subdir), num_trials=num_trials)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[1], steps_to_result, scaling_label=\"Nesterov Momentum\")\n",
        "axes[1].set_title(\"Transformer Shallow on LM1B\")\n",
        "axes[1].set_ylim([2**12, 2**22])\n",
        "axes[1].legend(fontsize=7)\n",
        "\n",
        "\n",
        "# ResNet-8 on CIFAR-10.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label, subdir in [(\"SGD\", \"sgd\"),  (\"Nesterov Momentum\", \"nesterov_momentum\")]:\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, \"cifar_10/resnet_8\", subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.3)\n",
        "plot_steps_to_result(axes[2], steps_to_result, scaling_label=\"Nesterov Momentum\")\n",
        "axes[2].set_title(\"ResNet-8 on CIFAR-10\")\n",
        "axes[2].set_ylim([2**7, 2**18])\n",
        "axes[2].legend()\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 17 batch sizes for simple_cnn_base on mnist with optimizer sgd\n",
            "Loaded 17 batch sizes for simple_cnn_base on mnist with optimizer momentum\n",
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 5 batch sizes for transformer_shallow on lm1b with optimizer sgd\n",
            "Loaded 6 batch sizes for transformer_shallow on lm1b with optimizer momentum\n",
            "Loaded 12 batch sizes for transformer_shallow on lm1b with optimizer nesterov_momentum\n",
            "Loaded 13 batch sizes for resnet_8 on cifar_10 with optimizer sgd\n",
            "Loaded 13 batch sizes for resnet_8 on cifar_10 with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x189 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "9197a054-c348-49f6-d931-b83a2e340190",
        "id": "vD-bKfoW5GoZ",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 5\n",
        "\n",
        "fig, axes = create_subplots(1, 3)\n",
        "\n",
        "# Simple CNN on different data sets.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "_, workload_table = load_workload(os.path.join(DATA_DIR, \"mnist/simple_cnn_base/nesterov_momentum\"), num_trials=100)\n",
        "steps_to_result[\"MNIST, 0.01\"] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.01)\n",
        "_, workload_table = load_workload(os.path.join(DATA_DIR, \"fashion_mnist/simple_cnn_base/nesterov_momentum\"), num_trials=100)\n",
        "steps_to_result[\"Fashion MNIST, 0.1\"] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.1)\n",
        "plot_steps_to_result(axes[0], steps_to_result, scaling_label=\"MNIST, 0.01\", normalizing_batch_size=2)\n",
        "axes[0].set_title(\"Simple CNN\")\n",
        "axes[0].legend()\n",
        "\n",
        "# ResNet-50 on different data sets.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/resnet_50/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result[\"ImageNet, 0.25\"] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.25)\n",
        "workload_dir = os.path.join(DATA_DIR, \"open_images_v4/resnet_50/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result[\"Open Images, 0.31\"] = compute_steps_to_result(workload_table, \"val/average_precision\", 0.31, maximize=True)\n",
        "plot_steps_to_result(axes[1], steps_to_result, scaling_label=\"ImageNet, 0.25\", normalizing_batch_size=128)\n",
        "axes[1].set_title(\"ResNet-50\")\n",
        "axes[1].legend()\n",
        "\n",
        "# Transformer on different data sets.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result[\"LM1B, 3.9\"] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "workload_dir = os.path.join(DATA_DIR, \"common_crawl/transformer_base/nesterov_momentum\")\n",
        "_, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result[\"Common Crawl, 3.9\"] = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_steps_to_result(axes[2], steps_to_result, scaling_label=\"LM1B, 3.9\", normalizing_batch_size=32)\n",
        "axes[2].set_title(\"Transformer\")\n",
        "axes[2].legend()\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 9 batch sizes for simple_cnn_base on fashion_mnist with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for resnet_50 on open_images_v4 with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 6 batch sizes for transformer_base on common_crawl with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x189 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "65bb16c3-1965-419b-ebca-5b688dbad337",
        "id": "6FIV7rt7MvxG",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 6\n",
        "\n",
        "fig, axes = create_subplots(1, 2)\n",
        "\n",
        "# Simple CNN on MNIST subsets.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for name, subdir, threshold in [(\"100% of images\", \"mnist_subsets/mnist_55000/simple_cnn_base/nesterov_momentum\", 0.02),\n",
        "                                (\"50% of images\", \"mnist_subsets/mnist_27500/simple_cnn_base/nesterov_momentum\", 0.02),\n",
        "                                (\"25% of images\", \"mnist_subsets/mnist_13750/simple_cnn_base/nesterov_momentum\", 0.02),\n",
        "                                (\"12.5% of images\", \"mnist_subsets/mnist_6875/simple_cnn_base/nesterov_momentum\", 0.02)]:\n",
        "  label = \"{}, {}\".format(name, threshold)\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", 0.02)\n",
        "plot_steps_to_result(axes[0], steps_to_result, scaling_label=\"100% of images, 0.02\", normalizing_batch_size=2)\n",
        "axes[0].set_title(\"Simple CNN on MNIST subsets\")\n",
        "axes[0].set_ylim([2**-10, 2])\n",
        "axes[0].legend(fontsize=10)\n",
        "\n",
        "# ResNet-50 on ImageNet subsets.\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for name, subdir, threshold in [(\"100% of images\", \"imagenet/resnet_50/nesterov_momentum\", 0.25),\n",
        "                                (\"50% of images\", \"imagenet_subsets/imagenet_half_images/resnet_50/nesterov_momentum\", 0.3),\n",
        "                                (\"50% of classes\", \"imagenet_subsets/imagenet_half_classes/resnet_50/nesterov_momentum\", 0.3)]:\n",
        "  label = \"{}, {}\".format(name, threshold)\n",
        "  _, workload_table = load_workload(os.path.join(DATA_DIR, subdir), num_trials=100)\n",
        "  steps_to_result[label] = compute_steps_to_result(workload_table, \"val/classification_error\", threshold)\n",
        "plot_steps_to_result(axes[1], steps_to_result, scaling_label=\"100% of images, 0.25\", normalizing_batch_size=64)\n",
        "axes[1].set_title(\"ResNet-50 on ImageNet subsets\")\n",
        "axes[1].set_ylim([2**-10, 2])\n",
        "axes[1].legend(fontsize=10)\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 17 batch sizes for simple_cnn_base on mnist_55000 with optimizer nesterov_momentum\n",
            "Loaded 16 batch sizes for simple_cnn_base on mnist_27500 with optimizer nesterov_momentum\n",
            "Loaded 15 batch sizes for simple_cnn_base on mnist_13750 with optimizer nesterov_momentum\n",
            "Loaded 14 batch sizes for simple_cnn_base on mnist_6875 with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for resnet_50 on imagenet_half_images with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for resnet_50 on imagenet_half_classes with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x283.5 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "qOfZNSdOmR3x",
        "colab_type": "code",
        "outputId": "77f3b626-98c8-4df5-ca27-ca5271f7c659",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 311
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 7\n",
        "\n",
        "fig, axes = create_subplots(1, 2)\n",
        "\n",
        "# Read trials and partition by the label smoothing parameter.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/resnet_50/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "trials_by_label_smoothing = collections.defaultdict(list)\n",
        "for batch_size in workload_metadata:\n",
        "  for trial_id, trial_metadata in workload_metadata[batch_size][\"trials\"].items():\n",
        "    label_smoothing = \"{:.2f}\".format(trial_metadata[\"parameters\"].get(\"label_smoothing\", 0.0))\n",
        "    trials_by_label_smoothing[label_smoothing].append(workload_table.loc[batch_size, trial_id, :])\n",
        "assert set(trials_by_label_smoothing.keys()) == {\"0.00\", \"0.01\", \"0.10\"}\n",
        "\n",
        "# Collect the best objective per batch size and steps to result for each value\n",
        "# of the label smoothing parameter.\n",
        "best_measurements = collections.OrderedDict()\n",
        "steps_to_result = collections.OrderedDict()\n",
        "for label_smoothing in [\"0.00\", \"0.01\", \"0.10\"]:\n",
        "  filtered_workload_table = pd.concat(trials_by_label_smoothing[label_smoothing])\n",
        "  label = \"Label Smoothing = \" + label_smoothing\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, \"val/classification_error\")\n",
        "  steps_to_result[label] = compute_steps_to_result(filtered_workload_table, \"val/classification_error\", 0.25)\n",
        "\n",
        "# Plot best validation error per batch size and steps to result.\n",
        "plot_best_measurements(axes[0], best_measurements, \"val/classification_error\")\n",
        "axes[0].set_title(\"Best Validation Error Per Batch Size\")\n",
        "axes[0].set_ylabel(\"Validation Error\")\n",
        "axes[0].legend(loc=\"upper left\", fontsize=10)\n",
        "\n",
        "plot_steps_to_result(axes[1], steps_to_result, scaling_label=\"Label Smoothing = 0.10\")\n",
        "axes[1].set_title(\"Steps to Reach 0.25 Validation Error\")\n",
        "axes[1].legend(fontsize=10)\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x283.5 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "dfd359c0-856f-49cb-bfce-01eae06e9d09",
        "id": "rk9Cly6jrPd3",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 8\n",
        "\n",
        "fig, axes = create_subplots(3, 3)\n",
        "\n",
        "# Simple CNN on MNIST.\n",
        "workload_dir = os.path.join(DATA_DIR, \"mnist/simple_cnn_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.01)\n",
        "plot_optimal_metaparameter_values(axes[0][0], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[0][0].set_title(\"Simple CNN on MNIST\")\n",
        "axes[0][0].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# Simple CNN on Fashion MNIST.\n",
        "workload_dir = os.path.join(DATA_DIR, \"fashion_mnist/simple_cnn_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.3)\n",
        "plot_optimal_metaparameter_values(axes[0][1], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[0][1].set_title(\"Simple CNN on Fashion MNIST\")\n",
        "axes[0][1].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# ResNet-8 on CIFAR-10.\n",
        "workload_dir = os.path.join(DATA_DIR, \"cifar_10/resnet_8/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.3)\n",
        "plot_optimal_metaparameter_values(axes[0][2], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[0][2].set_title(\"ResNet-8 on CIFAR-10\")\n",
        "axes[0][2].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# ResNet-50 on ImageNet.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/resnet_50/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.25)\n",
        "plot_optimal_metaparameter_values(axes[1][0], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[1][0].set_title(\"ResNet-50 on ImageNet\")\n",
        "axes[1][0].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# ResNet-50 on Open Images.\n",
        "workload_dir = os.path.join(DATA_DIR, \"open_images_v4/resnet_50/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/average_precision\", 0.31, maximize=True)\n",
        "plot_optimal_metaparameter_values(axes[1][1], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[1][1].set_title(\"ResNet-50 on Open Images\")\n",
        "axes[1][1].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# Transformer on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_optimal_metaparameter_values(axes[1][2], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[1][2].set_title(\"Transformer on LM1B\")\n",
        "axes[1][2].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# Transformer on Common Crawl.\n",
        "workload_dir = os.path.join(DATA_DIR, \"common_crawl/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_optimal_metaparameter_values(axes[2][0], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[2][0].set_title(\"Transformer on Common Crawl\")\n",
        "axes[2][0].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# VGG-11 on ImageNet.\n",
        "workload_dir = os.path.join(DATA_DIR, \"imagenet/vgg_11/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=100)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/classification_error\", 0.35)\n",
        "plot_optimal_metaparameter_values(axes[2][1], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[2][1].set_title(\"VGG-11 on ImageNet\")\n",
        "axes[2][1].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "# LSTM on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/lstm/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, num_trials=50)\n",
        "steps_to_result = compute_steps_to_result(workload_table, \"val/cross_entropy_error\", 3.9)\n",
        "plot_optimal_metaparameter_values(axes[2][2], \"Effective Learning Rate\", steps_to_result, workload_metadata)\n",
        "axes[2][2].set_title(\"LSTM on LM1B\")\n",
        "axes[2][2].legend(loc=\"upper left\", fontsize=5.5)\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 9 batch sizes for simple_cnn_base on fashion_mnist with optimizer nesterov_momentum\n",
            "Loaded 13 batch sizes for resnet_8 on cifar_10 with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for resnet_50 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for resnet_50 on open_images_v4 with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 6 batch sizes for transformer_base on common_crawl with optimizer nesterov_momentum\n",
            "Loaded 11 batch sizes for vgg_11 on imagenet with optimizer nesterov_momentum\n",
            "Loaded 7 batch sizes for lstm on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x567 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "zAujh1dxQuV-",
        "colab_type": "code",
        "outputId": "ed8f6be7-3c52-4f67-e759-d646c194f768",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 9a\n",
        "\n",
        "fig, axes = create_subplots(2, 3)\n",
        "axes = np.reshape(axes, -1)\n",
        "\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, load_infeasible_trials=True)\n",
        "\n",
        "batch_sizes = [128, 256, 512, 1024, 2048, 4096]\n",
        "for batch_size, ax in zip(batch_sizes, axes):\n",
        "  step_budget = 30301028 / batch_size\n",
        "  study_table = apply_step_budget(workload_table.loc[batch_size], step_budget)\n",
        "  plot_learning_rate_momentum_scatter(\n",
        "      ax,\n",
        "      objective_col_name=\"val/cross_entropy_error\",\n",
        "      objective_goal=3.9,\n",
        "      study_table=study_table,\n",
        "      study_metadata=workload_metadata[batch_size],\n",
        "      xlim=[10**-4.5, 10**-0.5],\n",
        "      ylim=[10**-6, 10**1])\n",
        "  ax.set_title(\"Batch Size {}\".format(batch_size))\n",
        "  ax.legend(loc=\"lower right\", fontsize=5.5)\n",
        "  \n",
        "plt.tight_layout()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x378 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "A7PuY5VPgJUQ",
        "colab_type": "code",
        "cellView": "form",
        "outputId": "97a07141-5da9-4b28-b572-f9171aa44ad1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 9b\n",
        "\n",
        "fig, axes = create_subplots(2, 3)\n",
        "axes = np.reshape(axes, -1)\n",
        "\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir, load_infeasible_trials=True)\n",
        "\n",
        "step_budget = 25000\n",
        "batch_sizes = [512, 1024, 2048, 4096, 8192, 16384]\n",
        "for batch_size, ax in zip(batch_sizes, axes):\n",
        "  study_table = apply_step_budget(workload_table.loc[batch_size], step_budget)\n",
        "  plot_learning_rate_momentum_scatter(\n",
        "      ax,\n",
        "      objective_col_name=\"val/cross_entropy_error\",\n",
        "      objective_goal=3.9,\n",
        "      study_table=study_table,\n",
        "      study_metadata=workload_metadata[batch_size],\n",
        "      xlim=[10**-4.5, 10**-0.5],\n",
        "      ylim=[10**-6, 10**1])\n",
        "  ax.set_title(\"Batch Size {}\".format(batch_size))\n",
        "  ax.legend(loc=\"lower right\", fontsize=5.5)\n",
        "  \n",
        "plt.tight_layout()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x378 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "colab_type": "code",
        "outputId": "ca004216-36a1-4618-bbe4-4dfea3c3fbfa",
        "id": "V7Ab3RAqO69S",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 586
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 10\n",
        "\n",
        "fig, axes = create_subplots(2, 2)\n",
        "axes = np.reshape(axes, -1)\n",
        "\n",
        "batch_size = 1024\n",
        "step_budget = 50000\n",
        "title_and_model = [\n",
        "    (\"Wide\", \"transformer_wide\"),\n",
        "    (\"Base\", \"transformer_base\"),\n",
        "    (\"Shallow\", \"transformer_shallow\"),\n",
        "    (\"Narrow and Shallow\", \"transformer_narrow_and_shallow\")\n",
        "]\n",
        "for ax, (title, model) in zip(axes, title_and_model):\n",
        "  workload_dir = os.path.join(DATA_DIR, \"lm1b/{}/nesterov_momentum\".format(model))\n",
        "  workload_metadata, workload_table = load_workload(workload_dir, load_infeasible_trials=True)\n",
        "  study_table = apply_step_budget(workload_table.loc[batch_size], step_budget)\n",
        "  plot_learning_rate_momentum_scatter(\n",
        "      ax,\n",
        "      objective_col_name=\"val/cross_entropy_error\",\n",
        "      objective_goal=4.2,\n",
        "      study_table=study_table,\n",
        "      study_metadata=workload_metadata[batch_size],\n",
        "      xlim=[10**-4, 10**-1],\n",
        "      ylim=[10**-4, 10**-1])\n",
        "  ax.set_title(title)\n",
        "  ax.legend(loc=\"lower right\", fontsize=8)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 12 batch sizes for transformer_wide on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_shallow on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_narrow_and_shallow on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x567 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "fDUoiFWQc1bX",
        "colab_type": "code",
        "outputId": "06f4eb82-dee1-4a38-acd9-33f6c8515e31",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1053
        }
      },
      "cell_type": "code",
      "source": [
        "#@title Figure 11\n",
        "\n",
        "fig, axes = create_subplots(4, 2, subplot_aspect_ratio=4/3)\n",
        "\n",
        "# Simple CNN on MNIST\n",
        "workload_dir = os.path.join(DATA_DIR, \"solution_quality/mnist/simple_cnn_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir)\n",
        "training_set_size = 55000\n",
        "objective_col_name = \"val/classification_error\"\n",
        "title = \"Simple CNN on MNIST\"\n",
        "ylabel = \"Best Validation Error\"\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for step_budget_ksteps in [5, 10, 20, 50, 100, 200, 500, 1000, 2000, 5000]:\n",
        "  step_budget = 1000 * step_budget_ksteps\n",
        "  label = \"{}k steps\".format(step_budget_ksteps)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= step_budget]\n",
        "  filtered_workload_table = apply_step_budget(workload_table.loc[batch_sizes], step_budget)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[0][0], best_measurements, objective_col_name)\n",
        "axes[0][0].set_title(title)\n",
        "axes[0][0].set_xlim([2**-0.5, 2**16])\n",
        "axes[0][0].set_ylim([0, 0.04])\n",
        "axes[0][0].set_ylabel(ylabel)\n",
        "axes[0][0].legend(loc=\"upper right\", fontsize=9)\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for epoch_budget in [10, 20, 50, 100, 200, 500, 1000, 2000, 5000, 10000]:\n",
        "  label = \"{} epochs\".format(epoch_budget)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= epoch_budget * training_set_size / b]\n",
        "  filtered_workload_table = apply_example_budget(workload_table.loc[batch_sizes], epoch_budget * training_set_size)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[0][1], best_measurements, objective_col_name)\n",
        "axes[0][1].set_title(title)\n",
        "axes[0][1].set_xlim([2**-0.5, 2**16])\n",
        "axes[0][1].set_ylim([0, 0.04])\n",
        "axes[0][1].set_ylabel(ylabel)\n",
        "axes[0][1].legend(loc=\"upper left\", fontsize=9)\n",
        "\n",
        "# Simple CNN on Fashion MNIST\n",
        "workload_dir = os.path.join(DATA_DIR, \"solution_quality/fashion_mnist/simple_cnn_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir)\n",
        "training_set_size = 55000\n",
        "objective_col_name = \"val/classification_error\"\n",
        "title = \"Simple CNN on MNIST\"\n",
        "ylabel = \"Best Validation Error\"\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for step_budget_ksteps in [5, 10, 20, 50, 100, 200, 500, 1000, 2000, 5000]:\n",
        "  step_budget = 1000 * step_budget_ksteps\n",
        "  label = \"{}k steps\".format(step_budget_ksteps)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= step_budget]\n",
        "  filtered_workload_table = apply_step_budget(workload_table.loc[batch_sizes], step_budget)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[1][0], best_measurements, objective_col_name)\n",
        "axes[1][0].set_title(title)\n",
        "axes[1][0].set_xlim([2**-0.5, 2**16])\n",
        "axes[1][0].set_ylim([0.05, 0.2])\n",
        "axes[1][0].set_ylabel(ylabel)\n",
        "axes[1][0].legend(loc=\"upper right\", fontsize=9)\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for epoch_budget in [10, 20, 50, 100, 200, 500, 1000, 2000, 5000, 10000]:\n",
        "  label = \"{} epochs\".format(epoch_budget)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= epoch_budget * training_set_size / b]\n",
        "  filtered_workload_table = apply_example_budget(workload_table.loc[batch_sizes], epoch_budget * training_set_size)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[1][1], best_measurements, objective_col_name)\n",
        "axes[1][1].set_title(title)\n",
        "axes[1][1].set_xlim([2**-0.5, 2**16])\n",
        "axes[1][1].set_ylim([0.05, 0.2])\n",
        "axes[1][1].set_ylabel(ylabel)\n",
        "axes[1][1].legend(loc=\"upper left\", fontsize=9)\n",
        "\n",
        "# Transformer narrow and shallow on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_narrow_and_shallow/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir)\n",
        "training_set_size = 30301028\n",
        "objective_col_name = \"val/cross_entropy_error\"\n",
        "title = \"Transformer (narrow and shallow) on LM1B\"\n",
        "ylabel = \"Best Validation Cross Entropy\"\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for step_budget_ksteps in [10, 20, 50, 100, 200, 500, 1000]:\n",
        "  step_budget = 1000 * step_budget_ksteps\n",
        "  label = \"{}k steps\".format(step_budget_ksteps)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= step_budget]\n",
        "  filtered_workload_table = apply_step_budget(workload_table.loc[batch_sizes], step_budget)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[2][0], best_measurements, objective_col_name)\n",
        "axes[2][0].set_title(title)\n",
        "axes[2][0].set_xlim([2**3.5, 2**15.5])\n",
        "axes[2][0].set_ylim([4.0, 5.5])\n",
        "axes[2][0].set_ylabel(ylabel)\n",
        "axes[2][0].legend(loc=\"upper right\", fontsize=9)\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for epoch_budget in [0.2, 0.5, 1, 2, 5, 10, 20]:\n",
        "  label = \"{} epochs\".format(epoch_budget)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= epoch_budget * training_set_size / b]\n",
        "  filtered_workload_table = apply_example_budget(workload_table.loc[batch_sizes], epoch_budget * training_set_size)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[2][1], best_measurements, objective_col_name)\n",
        "axes[2][1].set_title(title)\n",
        "axes[2][1].set_xlim([2**3.5, 2**15.5])\n",
        "axes[2][1].set_ylim([4.0, 5.5])\n",
        "axes[2][1].set_ylabel(ylabel)\n",
        "axes[2][1].legend(loc=\"upper left\", fontsize=9)\n",
        "\n",
        "# Transformer base on LM1B.\n",
        "workload_dir = os.path.join(DATA_DIR, \"lm1b/transformer_base/nesterov_momentum\")\n",
        "workload_metadata, workload_table = load_workload(workload_dir)\n",
        "training_set_size = 30301028\n",
        "objective_col_name = \"val/cross_entropy_error\"\n",
        "title = \"Transformer (base) on LM1B\"\n",
        "ylabel = \"Best Validation Cross Entropy\"\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for step_budget_ksteps in [10, 20, 50, 100, 200, 500, 1000]:\n",
        "  step_budget = 1000 * step_budget_ksteps\n",
        "  label = \"{}k steps\".format(step_budget_ksteps)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= step_budget]\n",
        "  filtered_workload_table = apply_step_budget(workload_table.loc[batch_sizes], step_budget)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[3][0], best_measurements, objective_col_name)\n",
        "axes[3][0].set_title(title)\n",
        "axes[3][0].set_xlim([2**3.5, 2**15.5])\n",
        "axes[3][0].set_ylim([3.5, 5.5])\n",
        "axes[3][0].set_ylabel(ylabel)\n",
        "axes[3][0].legend(loc=\"upper right\", fontsize=9)\n",
        "\n",
        "best_measurements = collections.OrderedDict()\n",
        "for epoch_budget in [0.2, 0.5, 1, 2, 5, 10, 20]:\n",
        "  label = \"{} epochs\".format(epoch_budget)\n",
        "  batch_sizes = [b for b in workload_metadata if workload_metadata[b][\"train_steps\"] >= epoch_budget * training_set_size / b]\n",
        "  filtered_workload_table = apply_example_budget(workload_table.loc[batch_sizes], epoch_budget * training_set_size)\n",
        "  best_measurements[label] = get_best_measurement(filtered_workload_table, objective_col_name)\n",
        "plot_best_measurements(axes[3][1], best_measurements, objective_col_name)\n",
        "axes[3][1].set_title(title)\n",
        "axes[3][1].set_xlim([2**3.5, 2**15.5])\n",
        "axes[3][1].set_ylim([3.5, 5.5])\n",
        "axes[3][1].set_ylabel(ylabel)\n",
        "axes[3][1].legend(loc=\"upper left\", fontsize=9)\n",
        "  \n",
        "plt.tight_layout()"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded 10 batch sizes for simple_cnn_base on mnist with optimizer nesterov_momentum\n",
            "Loaded 10 batch sizes for simple_cnn_base on fashion_mnist with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_narrow_and_shallow on lm1b with optimizer nesterov_momentum\n",
            "Loaded 12 batch sizes for transformer_base on lm1b with optimizer nesterov_momentum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x972 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "p3aPtH8VorOF",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}